AWS Solutions Architect Associate SAA-C03 Flashcards: Architecture Decisions & Trade-Offs

Review SAA-C03 architecture choices through 300 original cards on security, resilience, performance, and cost trade-offs.

Mayelana naleli qoqo

These AWS Solutions Architect Associate flashcards give current SAA-C03 candidates 300 original prompts for choosing among plausible cloud architectures. Each answer names the decision first, then explains the constraint that makes it fit.

What the cards practice

  • Requirement → architecture choice: choose a service, feature, or pattern from security, resilience, performance, and cost constraints.
  • Nearby options → decisive trade-off: separate choices such as Multi-AZ from read replicas, queues from event buses, and edge caching from network acceleration.
  • Failure mode → mitigation: recall the design change that limits a blast radius, preserves work, or meets a recovery target.

The deck deliberately leaves out reverse service-to-definition drills, exhaustive service inventories, copied multiple-choice questions, exam dumps, volatile scheduling and scoring details, hands-on labs, and full practice exams. Those directions either reward glossary recognition or test a different skill.

The sequence follows the current four-domain outline: 90 secure cards, 78 resilient cards, 72 high-performing cards, and 60 cost-optimized cards. It starts with identity, policy, network, and data-protection prerequisites; moves through decoupling and recovery; then applies storage, compute, database, networking, analytics, and cost trade-offs. Related variants are separated so one answer does not immediately cue the next.

An AI tool helped draft and sequence the original cards and generated the cover. Every final front and back was manually checked against the current AWS content outline and official service documentation for correctness, relevance, clarity, and one main retrieval target.

The common-knowledge service facts and AWS marks remain Amazon Web Services' property. The CC0 dedication applies only to the original wording, selection, sequence, metadata, and generated cover to the extent those elements can be dedicated. No AWS exam questions, answer keys, mark schemes, or AWS documentation text were copied; scope was checked against the official AWS Certified Solutions Architect - Associate SAA-C03 exam guide. This is an independent, unofficial study resource and is not affiliated with, endorsed by, or sponsored by Amazon Web Services.

Amakhadi akuleli qoqo

  1. Ikhadi 1

    Umbuzo

    Employees need AWS access through the company identity provider without separate IAM users. What should provide it?

    Impendulo

    AWS IAM Identity Center with federation. It gives workforce users centrally managed access and temporary credentials instead of another set of long-term identities.

  2. Ikhadi 2

    Umbuzo

    An EC2 application needs S3 access without stored access keys. What identity should it use?

    Impendulo

    An IAM role attached through an instance profile. The workload receives rotating temporary credentials, so no long-term secret has to live on the instance.

  3. Ikhadi 3

    Umbuzo

    A company needs a maximum-permissions guardrail across member accounts. Which control fits?

    Impendulo

    An AWS Organizations service control policy (SCP). An SCP limits what member-account principals can be allowed to do; it does not grant permissions by itself.

  4. Ikhadi 4

    Umbuzo

    How should the root user of a standalone AWS account or Organizations management account be secured?

    Impendulo

    Use it only for root-required tasks, protect sign-in with MFA, and do not create root access keys. Centralized root access applies to member accounts, so these root credentials still need direct protection.

  5. Ikhadi 5

    Umbuzo

    Which identities can be members of an IAM group?

    Impendulo

    IAM users only. Groups collect permissions for users; roles and other groups cannot be group members.

  6. Ikhadi 6

    Umbuzo

    An operator in one AWS account needs temporary access to resources in another. What is the standard design?

    Impendulo

    Assume a cross-account IAM role. The target role trusts the source principal, and the source principal is allowed to call STS to assume it.

  7. Ikhadi 7

    Umbuzo

    A developer may create roles, but those roles must never exceed a fixed permission ceiling. What should constrain them?

    Impendulo

    An IAM permissions boundary. It caps the permissions an identity-based policy can grant without supplying permissions on its own.

  8. Ikhadi 8

    Umbuzo

    Which service identifies resources shared with principals outside the trusted zone?

    Impendulo

    IAM Access Analyzer. It analyzes supported resource policies to surface public and cross-account access.

  9. Ikhadi 9

    Umbuzo

    A corporate directory supports SAML 2.0 and staff need console access with existing identities. What access pattern fits?

    Impendulo

    SAML federation to IAM roles. Authentication stays with the corporate identity provider while AWS issues temporary role credentials.

  10. Ikhadi 10

    Umbuzo

    An S3 bucket must grant another account direct access without sharing credentials. Which policy type can do that?

    Impendulo

    A resource-based bucket policy. It names the external principal on the resource and avoids distributing the bucket owner's credentials.

  11. Ikhadi 11

    Umbuzo

    Permissions must follow project ownership as resources and staff change. Which authorization model reduces policy churn?

    Impendulo

    Attribute-based access control using tags. Policy conditions compare principal and resource attributes, so matching tags drive access without one policy per project.

  12. Ikhadi 12

    Umbuzo

    A company wants a governed multi-account landing zone with account provisioning and guardrails. Which service fits?

    Impendulo

    AWS Control Tower. It sets up and governs a multi-account environment on top of AWS Organizations using an opinionated landing-zone model.

  13. Ikhadi 13

    Umbuzo

    An external CI system supports OIDC and needs AWS API access without stored keys. What should it use?

    Impendulo

    OIDC federation to an IAM role. Short-lived web-identity credentials remove the need to keep an AWS access key in the CI system.

  14. Ikhadi 14

    Umbuzo

    What credential model distinguishes an IAM role from an IAM user?

    Impendulo

    A role supplies temporary session credentials. It is assumed when needed rather than owning a permanent password or access key.

  15. Ikhadi 15

    Umbuzo

    An action is allowed by one applicable policy and explicitly denied by another. What is the result?

    Impendulo

    The request is denied. An applicable explicit deny overrides an allow during policy evaluation.

  16. Ikhadi 16

    Umbuzo

    Who patches the guest operating system on an Amazon EC2 instance?

    Impendulo

    The customer. AWS secures the underlying cloud infrastructure, while the customer manages the guest OS, applications, and their configuration.

  17. Ikhadi 17

    Umbuzo

    When is an IAM user more defensible than federation for human access?

    Impendulo

    Only when the access pattern cannot use roles or federation and requires a long-term identity. Treat it as an exception, restrict it tightly, and rotate credentials when required.

  18. Ikhadi 18

    Umbuzo

    A third-party SaaS provider assumes customer roles. What condition helps prevent the confused-deputy problem?

    Impendulo

    A unique external ID in the role trust policy. It binds the assume-role request to the intended customer relationship.

  19. Ikhadi 19

    Umbuzo

    In one account, an identity policy and a resource policy each grant different actions, with no deny. How are they evaluated?

    Impendulo

    Their allows are combined. For same-account access, either policy can contribute permission unless another applicable control restricts it.

  20. Ikhadi 20

    Umbuzo

    What AWS infrastructure boundary is designed as an isolated failure domain within a Region?

    Impendulo

    An Availability Zone. Separate AZs have distinct infrastructure, so spreading components across them reduces dependence on one failure domain.

  21. Ikhadi 21

    Umbuzo

    Where should an application's AWS access key not be stored?

    Impendulo

    In source code or an application image. Embedded long-term credentials leak through repositories and artifacts; use a workload role and temporary credentials.

  22. Ikhadi 22

    Umbuzo

    Sensitive API calls should work only in sessions authenticated with MFA. How can this be enforced?

    Impendulo

    Use an IAM policy condition that requires MFA context. The condition narrows the allowed action to sessions that meet the stronger authentication requirement.

  23. Ikhadi 23

    Umbuzo

    How can a team shrink broad permissions using observed API activity?

    Impendulo

    Generate a policy with IAM Access Analyzer, then review it. Access activity provides evidence for a narrower starting policy, while human review preserves required edge cases.

  24. Ikhadi 24

    Umbuzo

    Can a service control policy grant a member-account role permission to call an API?

    Impendulo

    No. An SCP defines the outer permission boundary; an IAM or resource policy must still allow the API call.

  25. Ikhadi 25

    Umbuzo

    Security operations should manage an organization-integrated service without daily use of the management account. What should be configured?

    Impendulo

    A delegated administrator account for that service. It separates operational administration from the highly privileged Organizations management account.

  26. Ikhadi 26

    Umbuzo

    A role session needs fewer permissions than the role normally allows. What can narrow that session?

    Impendulo

    A session policy. It intersects with the role's permissions and cannot expand beyond what the role already allows.

  27. Ikhadi 27

    Umbuzo

    How does moving from self-managed EC2 databases to a managed database change security responsibility?

    Impendulo

    AWS takes on more infrastructure and platform operations, but the customer still owns data, identities, and configuration. Managed does not mean responsibility-free.

  28. Ikhadi 28

    Umbuzo

    How should an organization handle root credentials in member accounts after enabling centralized root access?

    Impendulo

    Remove the member accounts' root credentials and use centrally managed privileged root sessions when needed. Recover a member's credentials only for an exceptional task that still requires direct root sign-in, then remove them again.

  29. Ikhadi 29

    Umbuzo

    Why place production and experimentation in separate AWS accounts instead of only separate VPCs?

    Impendulo

    Accounts provide a stronger isolation and policy boundary. They separate billing, quotas, identities, and blast radius while organization controls provide central governance.

  30. Ikhadi 30

    Umbuzo

    Which service records account API activity for security investigation and governance?

    Impendulo

    AWS CloudTrail. Its event history and trails provide evidence of who called supported APIs, from where, and when.

  31. Ikhadi 31

    Umbuzo

    A public web application must keep its EC2 application servers off the internet. What subnet layout fits?

    Impendulo

    Put the internet-facing load balancer in public subnets and the instances in private subnets. Only the load balancer accepts public traffic; security groups allow the app tier from it.

  32. Ikhadi 32

    Umbuzo

    Which VPC packet filter automatically allows response traffic for an allowed connection?

    Impendulo

    A security group. It is stateful, so return traffic for an established allowed flow does not need a separate inbound or outbound rule.

  33. Ikhadi 33

    Umbuzo

    A public HTTP application must block SQL injection patterns and abusive request paths. Which service is the direct fit?

    Impendulo

    AWS WAF. It filters web requests at the application layer using managed or custom rules.

  34. Ikhadi 34

    Umbuzo

    Which service continuously analyzes AWS telemetry for suspicious account and workload activity?

    Impendulo

    Amazon GuardDuty. It detects threats from sources such as CloudTrail events, VPC flow data, and DNS activity without becoming an inline firewall.

  35. Ikhadi 35

    Umbuzo

    IPv4 instances in a private subnet need outbound internet access but must not accept internet-initiated connections. What should the route use?

    Impendulo

    A NAT gateway in a public subnet. The private route sends outbound IPv4 traffic through it while the instances remain without direct public ingress.

  36. Ikhadi 36

    Umbuzo

    Which subnet-level control requires explicit rules for both request and response traffic?

    Impendulo

    A network ACL. It is stateless and evaluates numbered allow and deny rules separately in each direction.

  37. Ikhadi 37

    Umbuzo

    Which managed protection targets distributed denial-of-service attacks against supported AWS edge and load-balancing resources?

    Impendulo

    AWS Shield. Shield Standard is included for common network and transport attacks; Shield Advanced adds stronger response and protection features for higher-risk workloads.

  38. Ikhadi 38

    Umbuzo

    Which service discovers and reports sensitive data in Amazon S3?

    Impendulo

    Amazon Macie. It uses managed data identifiers and classification jobs to find sensitive content and risky S3 exposure.

  39. Ikhadi 39

    Umbuzo

    Private subnets need access to a supported AWS API without traversing a NAT gateway or public internet. Which construct fits?

    Impendulo

    An interface VPC endpoint powered by AWS PrivateLink. It places private endpoint network interfaces in the VPC for the service API.

  40. Ikhadi 40

    Umbuzo

    An application tier should accept traffic only from the load-balancer tier, even as instance IPs change. What rule is best?

    Impendulo

    Reference the load balancer's security group in the application's inbound rule. Identity by group survives scaling and avoids brittle IP allowlists.

  41. Ikhadi 41

    Umbuzo

    A public load balancer needs a trusted TLS certificate with managed renewal. Which service should issue and manage it?

    Impendulo

    AWS Certificate Manager (ACM). ACM provisions supported public certificates and handles renewal while they remain correctly associated and eligible.

  42. Ikhadi 42

    Umbuzo

    Which service should assess supported compute workloads and container images for software vulnerabilities?

    Impendulo

    Amazon Inspector. It continuously scans supported EC2, container image, and Lambda package surfaces and reports prioritized findings.

  43. Ikhadi 43

    Umbuzo

    Private workloads need S3 access without NAT cost or internet routing. Which endpoint type fits?

    Impendulo

    An S3 gateway endpoint. Route tables direct S3 traffic privately through the endpoint without hourly interface-endpoint charges.

  44. Ikhadi 44

    Umbuzo

    A subnet needs a coarse deny rule for traffic from a known hostile CIDR. Which VPC control can express it?

    Impendulo

    A network ACL. Unlike security groups, network ACLs support explicit deny rules at the subnet boundary.

  45. Ikhadi 45

    Umbuzo

    How should a global web application filter malicious HTTP requests before they reach the regional origin?

    Impendulo

    Associate AWS WAF with the CloudFront distribution. Edge filtering blocks matching requests closer to viewers and reduces unwanted origin traffic.

  46. Ikhadi 46

    Umbuzo

    An application needs a database password stored securely and rotated automatically. Which service is designed for it?

    Impendulo

    AWS Secrets Manager. It stores encrypted secrets and supports managed or Lambda-based rotation workflows.

  47. Ikhadi 47

    Umbuzo

    A branch office needs an encrypted connection to a VPC quickly over existing internet links. Which connection fits?

    Impendulo

    AWS Site-to-Site VPN. IPsec encrypts traffic over the internet and usually provisions faster than a dedicated private circuit.

  48. Ikhadi 48

    Umbuzo

    Connections to a private instance are timing out. Which record helps determine whether network traffic was accepted or rejected?

    Impendulo

    VPC Flow Logs. They capture metadata about IP flows for investigation, though not packet payloads.

  49. Ikhadi 49

    Umbuzo

    A service needs very high-performance TCP load balancing and stable IP addresses. Which load balancer fits?

    Impendulo

    A Network Load Balancer. It operates at Layer 4 and supports static IP addressing while handling connection-oriented traffic at scale.

  50. Ikhadi 50

    Umbuzo

    A team needs hierarchical application configuration and encrypted parameters but no built-in database-secret rotation. Which service fits?

    Impendulo

    AWS Systems Manager Parameter Store. It suits configuration and secure strings; Secrets Manager is the stronger fit when rotation is the decisive requirement.

  51. Ikhadi 51

    Umbuzo

    Does a dedicated AWS Direct Connect link encrypt traffic by itself?

    Impendulo

    No. Direct Connect supplies private dedicated connectivity, but encryption needs another mechanism such as IPsec VPN or an applicable MACsec design.

  52. Ikhadi 52

    Umbuzo

    A VPC needs centrally managed stateful inspection and domain-aware egress filtering. Which service fits?

    Impendulo

    AWS Network Firewall. It provides managed network inspection with stateless and stateful rule groups for routed VPC traffic.

  53. Ikhadi 53

    Umbuzo

    Where can HTTPS be terminated so private HTTP targets do not each manage a public certificate?

    Impendulo

    At an Application Load Balancer HTTPS listener. ACM integrates with the listener, centralizing public TLS while target traffic remains governed inside the VPC.

  54. Ikhadi 54

    Umbuzo

    A consumer web app needs a managed sign-up directory and user authentication tokens. Which component fits?

    Impendulo

    An Amazon Cognito user pool. It manages application users and issues tokens after authentication.

  55. Ikhadi 55

    Umbuzo

    An API Gateway API must be callable only from approved VPCs through private connectivity. Which API type fits?

    Impendulo

    A private API reached through an interface VPC endpoint. Its resource policy can restrict which VPC endpoints or VPCs may invoke it.

  56. Ikhadi 56

    Umbuzo

    A security team must apply common WAF and network protections across many accounts. Which service centralizes those policies?

    Impendulo

    AWS Firewall Manager. It manages supported firewall and protection policies across accounts in AWS Organizations.

  57. Ikhadi 57

    Umbuzo

    How should a workload obtain a secret without placing the value in an AMI or container image?

    Impendulo

    Retrieve it at runtime with a workload role. The image contains no secret, and IAM plus the secret's policy controls access to the current value.

  58. Ikhadi 58

    Umbuzo

    IPv6 workloads need outbound internet access without accepting unsolicited inbound connections. Which gateway fits?

    Impendulo

    An egress-only internet gateway. It supports outbound-initiated IPv6 connectivity while blocking internet-initiated connections to the VPC.

  59. Ikhadi 59

    Umbuzo

    Authenticated mobile users need temporary AWS credentials to access permitted AWS resources. Which component supplies them?

    Impendulo

    An Amazon Cognito identity pool. It exchanges supported identities for temporary role credentials with scoped AWS access.

  60. Ikhadi 60

    Umbuzo

    What routing property makes a VPC subnet public?

    Impendulo

    Its route table has a route to an internet gateway. An instance still needs a public IPv4 address or IPv6 address and permissive controls to communicate directly with the internet.

  61. Ikhadi 61

    Umbuzo

    S3 objects need customer-controlled key permissions and an audit trail of key use. Which server-side encryption option fits?

    Impendulo

    SSE-KMS with a customer managed KMS key. KMS adds key-policy control and CloudTrail-visible cryptographic operations beyond S3-managed keys.

  62. Ikhadi 62

    Umbuzo

    Which S3 control should be the broad guardrail against accidental public buckets and objects?

    Impendulo

    S3 Block Public Access. Apply it at the account and bucket levels where public access is not required, then use explicit private policies.

  63. Ikhadi 63

    Umbuzo

    Which S3 feature helps recover from accidental overwrites and deletes?

    Impendulo

    S3 Versioning. It preserves prior object versions and turns a normal delete into a delete marker instead of immediately erasing older versions.

  64. Ikhadi 64

    Umbuzo

    What happens when an encrypted EBS snapshot creates a new volume?

    Impendulo

    The new volume is encrypted. EBS encryption propagates through snapshots and volumes created from those encrypted snapshots.

  65. Ikhadi 65

    Umbuzo

    What is the mandatory primary authorization document for a KMS key?

    Impendulo

    The KMS key policy. Every KMS key has one, and IAM allows take effect only when the key policy enables that path.

  66. Ikhadi 66

    Umbuzo

    An S3 data lake wants policy-only ownership and no object ACL management. Which setting fits?

    Impendulo

    S3 Object Ownership with Bucket owner enforced. It disables ACLs and makes the bucket owner own uploaded objects, simplifying authorization.

  67. Ikhadi 67

    Umbuzo

    Compliance records must be protected from deletion or overwrite for a retention period. Which S3 feature fits?

    Impendulo

    S3 Object Lock. It provides write-once-read-many retention on versioned objects, with governance or compliance controls.

  68. Ikhadi 68

    Umbuzo

    An unencrypted RDS database must become encrypted without changing it in place. What migration path fits?

    Impendulo

    Snapshot it, copy the snapshot with encryption, and restore a new database. RDS storage encryption is chosen for the new resource rather than toggled on the existing instance.

  69. Ikhadi 69

    Umbuzo

    A large object must be encrypted without sending the whole payload to KMS. Which pattern fits?

    Impendulo

    Envelope encryption. A data key encrypts the payload locally, and the KMS key protects the much smaller data key.

  70. Ikhadi 70

    Umbuzo

    Several applications need different S3 access policies over the same shared dataset. What reduces one giant bucket policy?

    Impendulo

    S3 Access Points. Each access point has its own endpoint and policy, letting access be separated by application or team.

  71. Ikhadi 71

    Umbuzo

    What bucket prerequisite applies to S3 replication?

    Impendulo

    Versioning must be enabled on both source and destination buckets. Replication operates on object versions rather than an unversioned overwrite stream.

  72. Ikhadi 72

    Umbuzo

    An application uses TLS on regional load balancers in two Regions. Where must its ACM certificates be available?

    Impendulo

    In each load balancer's Region. ACM certificates are regional resources for regional services, so each deployment needs an eligible certificate there.

  73. Ikhadi 73

    Umbuzo

    What happens to existing ciphertext when a KMS key's material rotates?

    Impendulo

    It is not re-encrypted. KMS keeps the prior key material so the same logical key can decrypt older ciphertext while new encryption uses current material.

  74. Ikhadi 74

    Umbuzo

    How can a bucket reject requests that do not use TLS?

    Impendulo

    Add a bucket-policy deny conditioned on insecure transport. The explicit deny blocks requests where the secure-transport context is false.

  75. Ikhadi 75

    Umbuzo

    S3 data must have an automatically maintained copy in another Region. Which feature fits?

    Impendulo

    S3 Cross-Region Replication. It asynchronously copies eligible object versions to a bucket in a different Region under configured rules.

  76. Ikhadi 76

    Umbuzo

    Which Region must hold an ACM certificate used by Amazon CloudFront?

    Impendulo

    US East (N. Virginia), us-east-1. CloudFront requires its viewer certificate in that Region even when the origins live elsewhere.

  77. Ikhadi 77

    Umbuzo

    A key type does not support automatic KMS rotation. How can the application rotate it?

    Impendulo

    Create a replacement KMS key and repoint an alias or application configuration. Manual replacement is the rotation path for unsupported key types.

  78. Ikhadi 78

    Umbuzo

    A private S3 object needs temporary download access for one user without making the bucket public. What should be issued?

    Impendulo

    A presigned URL. It delegates time-limited permission derived from the signer's credentials for a specific S3 request.

  79. Ikhadi 79

    Umbuzo

    Separate teams in one Region need automatically replicated S3 copies under different accounts. Which feature fits?

    Impendulo

    S3 Same-Region Replication. It maintains eligible copies between buckets in the same Region, including cross-account destinations.

  80. Ikhadi 80

    Umbuzo

    After a secret rotates, what application design prevents continued use of the old value?

    Impendulo

    Retrieve or refresh the secret at runtime instead of caching it indefinitely. Rotation only helps when consumers adopt the current version safely.

  81. Ikhadi 81

    Umbuzo

    Another account must use a customer managed KMS key. What two authorization sides are required?

    Impendulo

    The key policy must trust the external account, and that account must allow its principal to use the key. Cross-account KMS access needs permission on both sides.

  82. Ikhadi 82

    Umbuzo

    A CloudFront distribution should read from a private S3 origin while direct bucket access stays blocked. Which control fits?

    Impendulo

    CloudFront Origin Access Control (OAC). The bucket policy trusts signed CloudFront origin requests instead of exposing S3 publicly.

  83. Ikhadi 83

    Umbuzo

    Backups must resist deletion or shortened retention, including by privileged operators. Which control fits?

    Impendulo

    AWS Backup Vault Lock in compliance mode after its grace period. It enforces write-once-read-many retention, so even privileged users cannot alter or delete protected recovery points early.

  84. Ikhadi 84

    Umbuzo

    A data owner needs evidence of which S3 objects contain regulated identifiers before tightening access. What should run first?

    Impendulo

    An Amazon Macie sensitive-data discovery job. Classification findings identify likely sensitive objects so controls can follow the data's risk.

  85. Ikhadi 85

    Umbuzo

    A requirement calls for customer-controlled keys in dedicated single-tenant hardware security modules. Which service fits?

    Impendulo

    AWS CloudHSM. It provides dedicated HSMs under customer control; KMS is the simpler managed choice when that control boundary is not required.

  86. Ikhadi 86

    Umbuzo

    Records must be retained for a policy period and then deleted automatically. What design principle should drive storage controls?

    Impendulo

    Encode the retention policy in lifecycle and backup controls. Automated transitions, expiration, and locked retention reduce reliance on manual cleanup while matching governance requirements.

  87. Ikhadi 87

    Umbuzo

    A company needs centrally governed backup schedules and retention across supported services and accounts. Which service fits?

    Impendulo

    AWS Backup with organization backup policies. It centralizes plans, vaults, monitoring, and policy-based protection for supported resources.

  88. Ikhadi 88

    Umbuzo

    A shared data lake needs table-, column-, and row-level permissions across analytics services. Which service should govern it?

    Impendulo

    AWS Lake Formation. It centralizes fine-grained data-lake permissions instead of relying only on broad S3 access.

  89. Ikhadi 89

    Umbuzo

    An application encrypts in one Region and must decrypt in another without a cross-Region KMS call. Which key design fits?

    Impendulo

    Related KMS multi-Region keys. Their interoperable key material supports regional cryptographic operations, while policies and grants remain regional.

  90. Ikhadi 90

    Umbuzo

    How can an auditor detect whether delivered CloudTrail log files were changed or deleted?

    Impendulo

    Enable CloudTrail log file integrity validation. Digest files provide a cryptographic chain that can validate delivered log-file integrity.

  91. Ikhadi 91

    Umbuzo

    A web tier must add and remove instances freely as traffic changes. What application property makes this safe?

    Impendulo

    Keep the web tier stateless. Store sessions and durable data outside individual instances so any healthy instance can serve any request.

  92. Ikhadi 92

    Umbuzo

    Requests for /orders and /images must scale as separate target groups behind one endpoint. Which component fits?

    Impendulo

    An Application Load Balancer with path-based rules. Layer 7 routing sends each path to its own independently scalable target group.

  93. Ikhadi 93

    Umbuzo

    A team needs a managed public API front door with authorization, throttling, and request routing. Which service fits?

    Impendulo

    Amazon API Gateway. It provides the API layer without requiring the team to run and scale gateway servers.

  94. Ikhadi 94

    Umbuzo

    A producer spikes faster than workers can process jobs, but accepted work must not be lost. What should separate them?

    Impendulo

    An Amazon SQS queue. The durable buffer absorbs the spike and lets consumers drain work at their own rate.

  95. Ikhadi 95

    Umbuzo

    One event must be delivered to several independent queues for parallel processing. Which messaging pattern fits?

    Impendulo

    Publish to an Amazon SNS topic subscribed by multiple SQS queues. Each consumer gets its own durable copy and failure boundary.

  96. Ikhadi 96

    Umbuzo

    Events from many sources must reach different targets based on fields in each event. Which service fits?

    Impendulo

    Amazon EventBridge. Event-bus rules match event patterns and route selected events to targets without point-to-point integrations.

  97. Ikhadi 97

    Umbuzo

    A business process needs branching, retries, timeouts, and visible state across several services. Which service fits?

    Impendulo

    AWS Step Functions. A state machine makes workflow control explicit instead of burying orchestration in custom glue code.

  98. Ikhadi 98

    Umbuzo

    Short event-driven code must scale without server management and sits idle between requests. Which compute model fits?

    Impendulo

    AWS Lambda. It provisions execution capacity on demand and charges for requests and execution instead of continuously running servers.

  99. Ikhadi 99

    Umbuzo

    A long-running container needs custom runtime dependencies, but the team does not want to manage cluster instances. Which compute option fits?

    Impendulo

    AWS Fargate with Amazon ECS or EKS. Fargate supplies task or pod compute while the team keeps the container model.

  100. Ikhadi 100

    Umbuzo

    A relational database is healthy but read traffic overwhelms the writer. What should absorb the reads?

    Impendulo

    One or more read replicas. Applications route read-only queries to asynchronously replicated instances, leaving writes on the source.

  101. Ikhadi 101

    Umbuzo

    Which storage type fits durable, massively scalable files accessed through APIs rather than mounted as a disk?

    Impendulo

    Object storage with Amazon S3. Objects live in buckets and are addressed by keys, which suits static assets, backups, and data lakes.

  102. Ikhadi 102

    Umbuzo

    Many Linux instances across Availability Zones need a shared managed NFS file system. Which storage service fits?

    Impendulo

    Amazon EFS. It provides elastic regional file storage that multiple clients can mount concurrently.

  103. Ikhadi 103

    Umbuzo

    A database on one EC2 instance needs low-latency persistent block storage. Which service fits?

    Impendulo

    Amazon EBS. It presents durable block volumes to EC2 and supports volume types tuned for different IOPS and throughput needs.

  104. Ikhadi 104

    Umbuzo

    A team wants AWS-native container orchestration and has no Kubernetes requirement. Which managed orchestrator is simpler?

    Impendulo

    Amazon ECS. EKS is the fit when Kubernetes APIs and ecosystem compatibility are requirements; otherwise ECS removes that control-plane complexity.

  105. Ikhadi 105

    Umbuzo

    The same database records are requested repeatedly with low-latency requirements. What layer reduces database load?

    Impendulo

    An in-memory cache such as Amazon ElastiCache. Serving hot data from memory cuts repeated database reads when the application can tolerate cache semantics.

  106. Ikhadi 106

    Umbuzo

    Global users repeatedly download cacheable content from one regional origin. What should serve it closer to them?

    Impendulo

    Amazon CloudFront. Edge caching reduces origin load and viewer latency for cacheable responses.

  107. Ikhadi 107

    Umbuzo

    Why split a system into independently deployable services around clear business capabilities?

    Impendulo

    To isolate change, failure, and scaling boundaries. A service can evolve or scale without forcing the whole application to move together, provided its interface stays stable.

  108. Ikhadi 108

    Umbuzo

    What should exceed a queue worker's normal processing time so another worker does not immediately receive the same in-flight job?

    Impendulo

    The SQS visibility timeout. It temporarily hides a received message, but the worker must still delete it after success.

  109. Ikhadi 109

    Umbuzo

    A downstream processor is slower than incoming work. Which signal should often drive worker scaling?

    Impendulo

    Queue backlog relative to processing capacity. Scaling on depth or age of work responds to actual pressure better than producer CPU alone.

  110. Ikhadi 110

    Umbuzo

    A standard queue can deliver a message more than once. What property must the consumer have?

    Impendulo

    Idempotency. Reprocessing the same operation identifier should not create a second business effect.

  111. Ikhadi 111

    Umbuzo

    A public API must protect a backend from sudden request floods while returning controlled errors. What should the front door enforce?

    Impendulo

    API Gateway throttling and quotas. They bound request rates before excess traffic consumes backend capacity.

  112. Ikhadi 112

    Umbuzo

    Partners must upload files over SFTP while data lands in managed AWS storage. Which service avoids running SFTP servers?

    Impendulo

    AWS Transfer Family. It provides managed file-transfer protocol endpoints backed by services such as Amazon S3 or EFS.

  113. Ikhadi 113

    Umbuzo

    When are containers a better fit than functions for a new service?

    Impendulo

    When the workload needs a portable custom runtime, persistent process, or execution shape that does not fit function limits. Containers trade some simplicity for more runtime control.

  114. Ikhadi 114

    Umbuzo

    An asynchronous function invocation keeps failing after retries. Where should the failed event go for recovery?

    Impendulo

    An on-failure destination or dead-letter target. Preserving the event outside the function makes the failure inspectable and replayable.

  115. Ikhadi 115

    Umbuzo

    Queue consumers make too many empty receive calls. Which setting reduces them?

    Impendulo

    SQS long polling. A receive request waits briefly for a message, reducing empty responses and needless API calls.

  116. Ikhadi 116

    Umbuzo

    Several topic subscribers need only the events relevant to them. What prevents every subscriber from processing every message?

    Impendulo

    SNS subscription filter policies. Each subscription selects messages by attributes or message-body fields before delivery.

  117. Ikhadi 117

    Umbuzo

    A team needs to reprocess past application events after deploying a corrected consumer. Which feature fits?

    Impendulo

    EventBridge archive and replay. The archive retains matching events and can resend a chosen time range to its source event bus.

  118. Ikhadi 118

    Umbuzo

    A workflow can run for hours and needs durable, auditable execution with non-idempotent steps. Which workflow type fits?

    Impendulo

    A Step Functions Standard Workflow. It supports long-running stateful orchestration and an exactly-once execution model unless retries are configured.

  119. Ikhadi 119

    Umbuzo

    One HTTP load balancer must route to EC2 instances, containers by IP, and Lambda targets. Which load balancer supports that model?

    Impendulo

    An Application Load Balancer. Its target groups support multiple target types while listener rules keep routing at Layer 7.

  120. Ikhadi 120

    Umbuzo

    Many short-lived functions cause a relational database connection storm. What managed layer should pool connections?

    Impendulo

    Amazon RDS Proxy. It shares and reuses database connections, protecting the database from bursts of client sessions.

  121. Ikhadi 121

    Umbuzo

    Existing applications use standard message-broker APIs and must decouple without a messaging rewrite. Which managed service fits?

    Impendulo

    Amazon MQ. It runs managed ActiveMQ or RabbitMQ brokers for applications that need familiar broker protocols and APIs rather than a cloud-native queue redesign.

  122. Ikhadi 122

    Umbuzo

    A key-value workload needs managed horizontal scaling and single-digit-millisecond access without database servers. Which database fits?

    Impendulo

    Amazon DynamoDB. Its partitioned serverless design scales key-value and document access without instance management.

  123. Ikhadi 123

    Umbuzo

    A workflow must pause until a human or external system reports completion. Which orchestration pattern fits?

    Impendulo

    A Step Functions callback with a task token. The workflow persists its state and resumes only when the external actor returns the token.

  124. Ikhadi 124

    Umbuzo

    Why should presentation, application, and data tiers have separate scaling boundaries?

    Impendulo

    Each tier can match its own bottleneck and failure pattern. Scaling the whole stack together wastes capacity and increases coupling.

  125. Ikhadi 125

    Umbuzo

    Jobs for each customer must stay ordered and duplicate sends should be suppressed within the queue's deduplication model. Which queue type fits?

    Impendulo

    An SQS FIFO queue with a message group per ordering boundary. FIFO preserves order within a group and supports deduplication, with less throughput flexibility than a standard queue.

  126. Ikhadi 126

    Umbuzo

    Why prefer a purpose-built managed service over one generic database for every workload?

    Impendulo

    Its data model and operational behavior match the access pattern. Better fit can reduce custom code, scaling friction, and failure modes.

  127. Ikhadi 127

    Umbuzo

    Traffic growth is unpredictable and downtime for resizing is unacceptable. Which scaling direction is the better default?

    Impendulo

    Horizontal scaling. Adding replaceable instances avoids one ever-larger machine and supports elastic capacity across failure domains.

  128. Ikhadi 128

    Umbuzo

    A very high-volume, short, idempotent event workflow needs lower orchestration overhead. Which workflow type fits?

    Impendulo

    A Step Functions Express Workflow. It is designed for high-rate, short executions and uses at-least-once semantics for asynchronous runs.

  129. Ikhadi 129

    Umbuzo

    A few malformed messages repeatedly fail and block useful retry capacity. Where should they be isolated?

    Impendulo

    In an SQS dead-letter queue. A redrive policy moves repeatedly failing messages aside for inspection instead of cycling them forever.

  130. Ikhadi 130

    Umbuzo

    A regional web application must survive one Availability Zone failing. What baseline topology fits?

    Impendulo

    An Application Load Balancer and Auto Scaling group spanning at least two AZs. Healthy capacity remains reachable when one AZ is unavailable.

  131. Ikhadi 131

    Umbuzo

    A relational database needs automatic failover inside one Region, not read scaling. Which deployment fits?

    Impendulo

    An RDS Multi-AZ DB instance deployment. Its synchronous standby is for high availability and cannot serve read traffic.

  132. Ikhadi 132

    Umbuzo

    DNS must direct users to a standby endpoint only when the primary becomes unhealthy. Which routing policy fits?

    Impendulo

    Route 53 failover routing. Health evaluation controls an active-passive DNS response between primary and secondary records.

  133. Ikhadi 133

    Umbuzo

    Which disaster-recovery pattern costs least during normal operation but usually has the longest recovery time?

    Impendulo

    Backup and restore. Only protected data and recovery artifacts are maintained until a disaster requires rebuilding the environment.

  134. Ikhadi 134

    Umbuzo

    Which S3 class characteristic protects ordinary regional objects from a single Availability Zone loss?

    Impendulo

    Storage across multiple Availability Zones. Regional S3 classes redundantly store data across AZs; a one-zone class deliberately trades that resilience for cost or latency goals.

  135. Ikhadi 135

    Umbuzo

    An EC2 instance fails health checks in an Auto Scaling group. What resilience behavior should follow?

    Impendulo

    Auto Scaling replaces the unhealthy instance. Desired capacity is maintained with a new instance instead of preserving a broken server.

  136. Ikhadi 136

    Umbuzo

    A key-value application needs active-active writes in multiple Regions with managed replication. Which feature fits?

    Impendulo

    DynamoDB global tables. Multi-Region replicas accept local reads and writes and replicate changes between participating Regions.

  137. Ikhadi 137

    Umbuzo

    Which recovery objective states the maximum acceptable time to restore service after disruption?

    Impendulo

    Recovery Time Objective (RTO). It sets the downtime target that the recovery architecture and runbook must meet.

  138. Ikhadi 138

    Umbuzo

    A secondary Region should keep only core data and critical services ready, then scale the rest after a disaster. Which DR pattern fits?

    Impendulo

    Pilot light. A minimal live core shortens recovery compared with backup-and-restore while keeping steady-state cost below a warm standby.

  139. Ikhadi 139

    Umbuzo

    How should a team recover consistently from a damaged server fleet without repairing instances by hand?

    Impendulo

    Replace the fleet from versioned immutable images and infrastructure definitions. Rebuilding known-good instances is more predictable than repairing drifted servers in place.

  140. Ikhadi 140

    Umbuzo

    Users should resolve to the deployed Region that currently offers them the lowest network latency. Which DNS policy fits?

    Impendulo

    Route 53 latency-based routing. It selects among regional endpoints using AWS latency measurements and can combine that choice with health evaluation.

  141. Ikhadi 141

    Umbuzo

    Which recovery objective states the maximum acceptable amount of data loss measured in time?

    Impendulo

    Recovery Point Objective (RPO). It determines how current replicated or backed-up data must be at recovery.

  142. Ikhadi 142

    Umbuzo

    An Aurora cluster needs faster failover and read scaling. What should be added across Availability Zones?

    Impendulo

    Aurora Replicas in multiple AZs. Readers serve read traffic and provide promotion targets if the writer fails.

  143. Ikhadi 143

    Umbuzo

    A smaller but fully functional copy runs in another Region and scales up during disaster. Which DR pattern is this?

    Impendulo

    Warm standby. The secondary environment already serves the complete workload at reduced capacity, trading higher steady cost for faster recovery.

  144. Ikhadi 144

    Umbuzo

    What artifact lets a team rebuild network and compute resources consistently in a recovery Region?

    Impendulo

    Version-controlled infrastructure as code, such as AWS CloudFormation templates. A declared environment can be recreated and reviewed instead of reconstructed from memory.

  145. Ikhadi 145

    Umbuzo

    A DNS failover record should stop returning an unhealthy external endpoint. What must inform routing?

    Impendulo

    A Route 53 health check associated with the record. DNS failover needs endpoint health evidence rather than a static primary designation.

  146. Ikhadi 146

    Umbuzo

    How should critical backups be protected from compromise of the workload account?

    Impendulo

    Copy them into a separately controlled backup account. Cross-account isolation reduces the chance that one compromised administrator can destroy production and recovery copies.

  147. Ikhadi 147

    Umbuzo

    Which multi-Region pattern offers the lowest failover delay but usually the highest complexity and steady cost?

    Impendulo

    Active-active. Multiple Regions serve traffic simultaneously, so recovery avoids starting a cold stack but requires distributed data and conflict handling.

  148. Ikhadi 148

    Umbuzo

    A DR Region has infrastructure templates but insufficient service quota for recovery capacity. What is the design flaw?

    Impendulo

    The recovery plan cannot meet its intended scale. Quotas are regional constraints and must be raised and tested before an incident.

  149. Ikhadi 149

    Umbuzo

    A service-level requirement is based on successful checkout rate, not server CPU. What should alerting monitor?

    Impendulo

    A metric tied to successful checkouts. Business-outcome signals expose availability loss that infrastructure utilization alone can miss.

  150. Ikhadi 150

    Umbuzo

    A request crosses several services and intermittently slows down. Which service helps locate the slow segment?

    Impendulo

    AWS X-Ray. Distributed traces connect service calls and latency so the bottleneck can be isolated across the request path.

    Blue geometric architecture hub linked to a shield, layered blocks, a speed gauge, and a bar chart.

    amakhadi angu-300

    AWS Solutions Architect Associate SAA-C03 Flashcards: Architecture Decisions & Trade-Offs

    Funda leli qoqo mahhala

    I-Nibomo iyavuleka ukuze uqale ukufunda.

  151. Ikhadi 151

    Umbuzo

    A downstream dependency is failing and retries are exhausting every caller. Which application pattern limits the cascade?

    Impendulo

    A circuit breaker. It stops repeated calls to the unhealthy dependency for a period, preserving caller resources and allowing recovery.

  152. Ikhadi 152

    Umbuzo

    A regional disaster must not remove both the primary S3 dataset and its recovery copy. Where should replication send it?

    Impendulo

    To a bucket in another Region. Cross-Region Replication separates the copy from a regional failure boundary, subject to replication timing and configuration.

  153. Ikhadi 153

    Umbuzo

    An EBS recovery volume is needed in another Region. What must happen to its snapshot first?

    Impendulo

    Copy the snapshot to the target Region. EBS snapshots are regional resources even though their data is stored redundantly within the Region.

  154. Ikhadi 154

    Umbuzo

    How can relational database clients reduce connection disruption during failover?

    Impendulo

    Connect through Amazon RDS Proxy. The proxy pools connections and can redirect them to the new database instance while shielding clients from some failover handling.

  155. Ikhadi 155

    Umbuzo

    Which Aurora endpoint should an application use for writes so failover does not require a configured instance hostname change?

    Impendulo

    The cluster writer endpoint. It follows the current primary instance as Aurora promotes a replacement writer.

  156. Ikhadi 156

    Umbuzo

    A global TCP application needs fixed anycast IP addresses and rapid routing away from unhealthy regional endpoints. Which service fits?

    Impendulo

    AWS Global Accelerator. It routes traffic over the AWS global network to healthy endpoints while keeping stable client-facing IPs.

  157. Ikhadi 157

    Umbuzo

    A distribution should use a secondary origin when the primary returns configured failure responses. Which feature fits?

    Impendulo

    CloudFront origin failover with an origin group. CloudFront can retry eligible requests against the secondary origin based on selected status codes.

  158. Ikhadi 158

    Umbuzo

    A global application needs one S3 access endpoint with routing across replicated buckets in multiple Regions. Which feature fits?

    Impendulo

    An S3 Multi-Region Access Point. It provides a global endpoint and can route requests among participating regional buckets.

  159. Ikhadi 159

    Umbuzo

    A DynamoDB table must be restored to a recent second within its supported recovery window after accidental writes. Which feature fits?

    Impendulo

    Point-in-time recovery. It provides continuous backups and restores the table to a new table at a chosen recoverable time.

  160. Ikhadi 160

    Umbuzo

    Why is a successful backup job not enough evidence for disaster readiness?

    Impendulo

    Recovery requires tested restores. A restore exercise validates permissions, dependencies, timing, data integrity, and the runbook against the stated RTO and RPO.

  161. Ikhadi 161

    Umbuzo

    Why is deploying stateless compute in two Regions insufficient for regional recovery?

    Impendulo

    The application's state and dependencies also need a recovery design. Data replication, secrets, configuration, DNS, and quotas determine whether the second Region can actually serve.

  162. Ikhadi 162

    Umbuzo

    How does a load balancer reduce the impact of one broken target?

    Impendulo

    It stops routing new requests to targets that fail health checks. Redundant healthy targets must still exist in other failure domains.

  163. Ikhadi 163

    Umbuzo

    Many clients retry a throttled service at the same time. Which retry strategy avoids another synchronized surge?

    Impendulo

    Exponential backoff with jitter. Increasing delays reduce pressure, and randomness spreads retries instead of aligning them.

  164. Ikhadi 164

    Umbuzo

    Which service assesses an application's resilience posture against defined recovery targets?

    Impendulo

    AWS Resilience Hub. It evaluates supported application resources and recommends resilience improvements and tests.

  165. Ikhadi 165

    Umbuzo

    How does a durable queue keep a temporary consumer outage from becoming a producer outage?

    Impendulo

    It accepts and retains work while consumers are unavailable. Producers no longer need every consumer to respond synchronously.

  166. Ikhadi 166

    Umbuzo

    What usually happens to steady-state cost as a DR design moves from backup-and-restore toward active-active?

    Impendulo

    Cost rises as recovery capacity stays more ready. Faster RTO generally requires more live infrastructure, replication, and operational complexity before a disaster.

  167. Ikhadi 167

    Umbuzo

    A backup must remain recoverable after a regional disruption. Which copy strategy fits?

    Impendulo

    Maintain a backup copy in another Region. Regional separation protects recovery data from sharing the production Region's failure boundary.

  168. Ikhadi 168

    Umbuzo

    A relational database needs automatic failover and readable standby capacity across three Availability Zones. Which RDS deployment fits?

    Impendulo

    An RDS Multi-AZ DB cluster. Its writer and two readable instances span three AZs, combining high availability with read capacity unlike a Multi-AZ DB instance's non-readable standby.

  169. Ikhadi 169

    Umbuzo

    What should drive the first choice among object, file, and block storage?

    Impendulo

    The workload's access protocol and sharing pattern. Object storage uses API-addressed objects, file storage provides a shared hierarchy, and block storage presents volumes to compute.

  170. Ikhadi 170

    Umbuzo

    A very large object must upload to S3 quickly and recover efficiently from a network interruption. Which upload method fits?

    Impendulo

    Multipart upload. Parts transfer independently and in parallel, and only failed parts need to be retried.

  171. Ikhadi 171

    Umbuzo

    A general EC2 workload needs SSD block storage with performance provisioned independently of capacity. Which volume type fits?

    Impendulo

    EBS gp3. It is the general-purpose SSD choice and lets IOPS and throughput be tuned without inflating volume size solely for performance.

  172. Ikhadi 172

    Umbuzo

    A shared file workload has unpredictable throughput bursts and should not manage provisioned throughput. Which EFS mode fits?

    Impendulo

    EFS Elastic Throughput. It automatically adjusts throughput to workload activity, trading manual capacity planning for usage-based scaling.

  173. Ikhadi 173

    Umbuzo

    An HPC job needs a high-throughput parallel file system that can process data from S3. Which service fits?

    Impendulo

    Amazon FSx for Lustre. It provides a managed parallel file system for compute-intensive workloads and integrates with S3 datasets.

  174. Ikhadi 174

    Umbuzo

    An EC2 workload needs the lowest-latency temporary scratch space and can rebuild all data after host loss. Which storage fits?

    Impendulo

    EC2 instance store. It is physically attached ephemeral block storage, so performance is high but data does not survive every stop, termination, or host failure.

  175. Ikhadi 175

    Umbuzo

    On-premises file clients need low-latency cached access while durable objects live in S3. Which hybrid service fits?

    Impendulo

    Amazon S3 File Gateway. It exposes file protocols locally, caches hot data, and stores files as S3 objects.

  176. Ikhadi 176

    Umbuzo

    A large active NFS dataset must move repeatedly to AWS over the network with parallel transfer and verification. Which service fits?

    Impendulo

    AWS DataSync. It accelerates and automates online data movement between supported storage systems with integrity checks.

  177. Ikhadi 177

    Umbuzo

    Users far from one S3 bucket need faster long-distance uploads over the public internet. Which feature may help?

    Impendulo

    S3 Transfer Acceleration. It accepts traffic at nearby edge locations and carries it over the AWS network to the bucket; measure it because benefit depends on the path.

  178. Ikhadi 178

    Umbuzo

    A latency-sensitive database needs sustained high IOPS and durability beyond general-purpose SSD. Which EBS family fits?

    Impendulo

    Provisioned IOPS SSD, typically io2. It is designed for demanding transactional workloads that need predictable provisioned I/O performance.

  179. Ikhadi 179

    Umbuzo

    Windows applications need a managed shared file system with SMB and Active Directory integration. Which service fits?

    Impendulo

    Amazon FSx for Windows File Server. It supplies Windows-native file semantics and managed integration instead of adapting an NFS service.

  180. Ikhadi 180

    Umbuzo

    A large sequential workload needs high-throughput HDD block storage rather than low-latency transactional IOPS. Which EBS type fits?

    Impendulo

    Throughput Optimized HDD (st1). It targets frequently accessed, throughput-intensive sequential data such as logs and big-data workloads.

  181. Ikhadi 181

    Umbuzo

    Clients repeatedly need different portions of a very large S3 object. What request pattern avoids downloading it all?

    Impendulo

    Parallel or selective byte-range GET requests. Fetching only required ranges can increase aggregate throughput and reduce unnecessary transfer.

  182. Ikhadi 182

    Umbuzo

    One EBS volume cannot provide enough aggregate throughput, and the application can tolerate losing the stripe if one volume fails. Which layout increases performance?

    Impendulo

    RAID 0 across multiple EBS volumes. Striping aggregates performance but adds no redundancy, so durable recovery must come from elsewhere.

  183. Ikhadi 183

    Umbuzo

    A CPU-bound batch workload has little memory pressure. Which EC2 instance family category fits first?

    Impendulo

    Compute optimized. Its resource balance favors processor performance instead of paying for memory or storage the workload does not need.

  184. Ikhadi 184

    Umbuzo

    An Auto Scaling group should keep average CPU near a chosen utilization as load changes. Which policy fits?

    Impendulo

    Target tracking scaling. It adjusts desired capacity to keep the selected metric near its target, like a thermostat.

  185. Ikhadi 185

    Umbuzo

    A Lambda function is CPU-bound and needs to finish faster. Which configuration should be tested first?

    Impendulo

    Increase the function's memory setting. Lambda allocates more CPU with more memory, so profiling several sizes reveals the best latency and cost point.

  186. Ikhadi 186

    Umbuzo

    Tightly coupled EC2 nodes need the lowest possible inter-instance network latency in one Availability Zone. Which placement strategy fits?

    Impendulo

    A cluster placement group. It packs supported instances close together for high-throughput, low-latency networking, trading away AZ-level distribution.

  187. Ikhadi 187

    Umbuzo

    An in-memory analytics engine holds a very large working set in RAM. Which EC2 category fits?

    Impendulo

    Memory optimized. These instances provide a higher memory-to-compute ratio for large in-memory datasets.

  188. Ikhadi 188

    Umbuzo

    One function must guarantee capacity while preventing it from consuming all account concurrency. Which setting helps?

    Impendulo

    Reserved concurrency. It guarantees up to the reserved amount for that function and also caps its maximum concurrent executions.

  189. Ikhadi 189

    Umbuzo

    Thousands of queued container jobs need managed scheduling onto dynamically provisioned compute. Which service fits?

    Impendulo

    AWS Batch. It queues and schedules batch jobs while managing compute environments based on job requirements.

  190. Ikhadi 190

    Umbuzo

    A group should add much more capacity for a severe alarm breach than for a small breach. Which policy fits?

    Impendulo

    Step scaling. Different breach ranges trigger different capacity adjustments, matching response size to observed pressure.

  191. Ikhadi 191

    Umbuzo

    A machine-learning training job needs GPUs or purpose-built accelerators. Which EC2 category fits?

    Impendulo

    Accelerated computing instances. Their attached accelerators outperform general-purpose CPUs for supported graphics, inference, and training workloads.

  192. Ikhadi 192

    Umbuzo

    A team needs managed clusters for Apache Spark and Hadoop processing over large datasets. Which service fits?

    Impendulo

    Amazon EMR. It provisions and manages big-data frameworks while retaining control over cluster sizing and engines.

  193. Ikhadi 193

    Umbuzo

    A container service has no host-management requirement and each task needs a defined CPU and memory shape. Which launch model fits?

    Impendulo

    AWS Fargate. Tasks receive requested serverless container capacity without choosing or maintaining EC2 hosts.

  194. Ikhadi 194

    Umbuzo

    Scale-out is slow because instances spend several minutes installing software before joining service. Which feature can reduce launch latency?

    Impendulo

    An EC2 Auto Scaling warm pool. Pre-initialized instances wait in a reusable state so they can enter service faster during scale-out.

  195. Ikhadi 195

    Umbuzo

    A distributed database needs very high local I/O throughput and large instance-attached datasets. Which EC2 category fits?

    Impendulo

    Storage optimized. These instances balance compute with high sequential or random I/O for data-intensive local storage workloads.

  196. Ikhadi 196

    Umbuzo

    A supported Linux workload can run on Arm and needs better price-performance. Which processor family should be benchmarked?

    Impendulo

    AWS Graviton-based instances. Native Arm-compatible applications can gain price-performance benefits, but dependencies should be verified and measured.

  197. Ikhadi 197

    Umbuzo

    Users in one metropolitan area need single-digit-millisecond access to compute that still uses AWS services and APIs. Which placement may fit?

    Impendulo

    An AWS Local Zone. It places selected resources closer to that population than the parent Region, when the required services are available there.

  198. Ikhadi 198

    Umbuzo

    A transactional application needs SQL joins, referential integrity, and a familiar relational engine. Which managed database family fits?

    Impendulo

    Amazon RDS or Amazon Aurora. Relational services preserve SQL and transaction semantics while AWS manages common database operations.

  199. Ikhadi 199

    Umbuzo

    What key-design property prevents a high-throughput DynamoDB table from concentrating traffic on one partition?

    Impendulo

    A high-cardinality partition key with traffic spread across values. Even distribution lets DynamoDB use partitioned capacity instead of creating a hot key.

  200. Ikhadi 200

    Umbuzo

    An application can tolerate stale data and wants to offload repeated relational reads. Which pattern fits?

    Impendulo

    Cache-aside with Amazon ElastiCache. The application checks the cache first, loads misses from the database, and controls invalidation.

  201. Ikhadi 201

    Umbuzo

    A workload stores flexible JSON-like documents and needs MongoDB-compatible APIs on a managed service. Which database fits?

    Impendulo

    Amazon DocumentDB (with MongoDB compatibility). Its document model suits nested semi-structured records when relational joins are not the core access pattern.

  202. Ikhadi 202

    Umbuzo

    A MySQL-compatible workload needs managed read scaling and fast replica promotion. Which database design fits?

    Impendulo

    Amazon Aurora with Aurora Replicas. Readers share the cluster storage layer, serve read traffic, and act as failover targets.

  203. Ikhadi 203

    Umbuzo

    A DynamoDB application needs microsecond read latency for eventually consistent hot keys without application-managed cache logic. Which feature fits?

    Impendulo

    DynamoDB Accelerator (DAX). It is an API-compatible in-memory cache for DynamoDB reads.

  204. Ikhadi 204

    Umbuzo

    A fraud system must traverse many relationships among accounts, devices, and transactions. Which database type fits?

    Impendulo

    A graph database such as Amazon Neptune. Graph-native relationships and traversals avoid forcing connected data into join-heavy tables.

  205. Ikhadi 205

    Umbuzo

    A company needs complex SQL analytics across large structured datasets with many joins. Which service fits?

    Impendulo

    Amazon Redshift. Its columnar data-warehouse architecture is optimized for analytical queries rather than row-by-row transactional access.

  206. Ikhadi 206

    Umbuzo

    Why should an application avoid routing read-after-write requests to an ordinary RDS read replica?

    Impendulo

    Replication is asynchronous, so the replica may lag. Strongly current reads should use the writer unless the engine and design provide another consistency guarantee.

  207. Ikhadi 207

    Umbuzo

    A DynamoDB table needs an additional query pattern on a different partition key. What should be added?

    Impendulo

    A global secondary index. It provides another partition-and-sort-key view that can be queried without scanning the base table.

  208. Ikhadi 208

    Umbuzo

    An application needs full-text search and near-real-time log analytics. Which managed engine fits?

    Impendulo

    Amazon OpenSearch Service. It indexes documents for search, aggregation, and operational analytics rather than primary relational transactions.

  209. Ikhadi 209

    Umbuzo

    A microservice needs a durable primary database with in-memory access and Redis-compatible APIs. Which service fits?

    Impendulo

    Amazon MemoryDB. It combines an in-memory data model with Multi-AZ durability, unlike using an ephemeral cache as the system of record.

  210. Ikhadi 210

    Umbuzo

    A bursty serverless application spends too much database capacity on opening relational connections. Which service fits?

    Impendulo

    Amazon RDS Proxy. Connection pooling and reuse let many clients share fewer database connections.

  211. Ikhadi 211

    Umbuzo

    An application needs Cassandra-compatible wide-column storage without provisioning or operating database nodes. Which service fits?

    Impendulo

    Amazon Keyspaces (for Apache Cassandra). It provides managed, serverless Cassandra-compatible tables that scale without cluster administration.

  212. Ikhadi 212

    Umbuzo

    Which Aurora endpoint distributes new read-only connections among available replicas?

    Impendulo

    The reader endpoint. It balances connections across Aurora Replicas; it does not split individual queries from one connection.

  213. Ikhadi 213

    Umbuzo

    A load balancer must route HTTP requests by host name, path, and header. Which type fits?

    Impendulo

    An Application Load Balancer. Layer 7 listener rules understand HTTP request attributes and route them to target groups.

  214. Ikhadi 214

    Umbuzo

    A website serves the same static objects to users worldwide. Which service lowers latency and origin traffic?

    Impendulo

    Amazon CloudFront. Edge locations cache objects close to viewers and fetch misses from the origin.

  215. Ikhadi 215

    Umbuzo

    Dozens of VPCs and on-premises networks need transitive hub-and-spoke connectivity. Which service fits?

    Impendulo

    AWS Transit Gateway. It replaces a growing mesh of point-to-point connections with a regional routing hub.

  216. Ikhadi 216

    Umbuzo

    A hybrid workload needs more consistent private network performance than internet-based VPN alone. Which connection fits?

    Impendulo

    AWS Direct Connect. A dedicated connection provides a private path with more predictable network behavior than the public internet.

  217. Ikhadi 217

    Umbuzo

    A global application sends non-cacheable TCP traffic to healthy regional endpoints and needs stable anycast IPs. Which service fits?

    Impendulo

    AWS Global Accelerator. It improves the network path to regional endpoints without caching application content.

  218. Ikhadi 218

    Umbuzo

    A service needs extreme TCP or UDP connection performance without HTTP-aware routing. Which load balancer fits?

    Impendulo

    A Network Load Balancer. It operates at Layer 4 and preserves a transport-level model instead of inspecting HTTP paths.

  219. Ikhadi 219

    Umbuzo

    Which DNS policy chooses among regional endpoints by expected user latency?

    Impendulo

    Route 53 latency-based routing. It answers with the Region AWS expects to provide the lowest latency for the requester.

  220. Ikhadi 220

    Umbuzo

    Two VPCs need direct private connectivity, with no requirement for transitive routing or a central hub. Which option fits?

    Impendulo

    VPC peering. It creates direct private routes between the two VPCs, but peering relationships are not transitive.

  221. Ikhadi 221

    Umbuzo

    What placement principle reduces latency between compute and a regional data store?

    Impendulo

    Keep dependent resources in the same Region and, when the service model permits, avoid unnecessary AZ crossings. Data locality shortens the network path and can also reduce transfer cost.

  222. Ikhadi 222

    Umbuzo

    A hybrid connection is needed quickly while a dedicated circuit is being provisioned. Which option provides the faster setup?

    Impendulo

    AWS Site-to-Site VPN. It uses internet connectivity and can serve as the initial or backup path while Direct Connect is arranged.

  223. Ikhadi 223

    Umbuzo

    Third-party virtual firewalls must scale transparently in the network path. Which load balancer fits?

    Impendulo

    A Gateway Load Balancer. It distributes traffic across virtual network appliances while preserving an inline service-insertion model.

  224. Ikhadi 224

    Umbuzo

    Should a dynamic non-HTTP application choose a CDN cache or a global network accelerator?

    Impendulo

    Choose the accelerator when traffic is non-cacheable and needs optimized routing; choose the CDN for cacheable HTTP content. The decisive constraint is caching and protocol behavior, not simply global users.

  225. Ikhadi 225

    Umbuzo

    A provider must expose one service privately to many consumer VPCs without routing entire networks together. Which service fits?

    Impendulo

    AWS PrivateLink. Consumers use interface endpoints to reach the service privately without transitive VPC connectivity.

  226. Ikhadi 226

    Umbuzo

    A growing multi-account network needs centrally planned, non-overlapping IP address allocation. Which service fits?

    Impendulo

    Amazon VPC IP Address Manager (IPAM). It plans, tracks, and monitors address space across accounts and Regions.

  227. Ikhadi 227

    Umbuzo

    Which service moves large datasets online between on-premises storage and S3, EFS, or FSx with scheduling and verification?

    Impendulo

    AWS DataSync. It automates parallel transfer and integrity validation for supported storage endpoints.

  228. Ikhadi 228

    Umbuzo

    Analysts need occasional SQL queries directly over files in S3 without running a database cluster. Which service fits?

    Impendulo

    Amazon Athena. It performs serverless SQL queries on data in place and charges by query work such as bytes scanned.

  229. Ikhadi 229

    Umbuzo

    Multiple applications need to process the same ordered stream of real-time records independently. Which service fits?

    Impendulo

    Amazon Kinesis Data Streams. Consumers read retained stream records independently, with ordering maintained within each shard.

  230. Ikhadi 230

    Umbuzo

    A team needs serverless data discovery, a central catalog, and managed ETL jobs. Which service fits?

    Impendulo

    AWS Glue. Crawlers and the Data Catalog describe datasets, while Glue jobs transform and load them without a persistent cluster.

  231. Ikhadi 231

    Umbuzo

    An on-premises application needs iSCSI block volumes backed by cloud storage. Which hybrid service fits?

    Impendulo

    AWS Storage Gateway Volume Gateway. It presents local iSCSI volumes while integrating the data with AWS-managed cloud storage and snapshots.

  232. Ikhadi 232

    Umbuzo

    Business users need managed interactive dashboards over AWS data sources. Which service fits?

    Impendulo

    Amazon Quick Sight, part of Amazon Quick. It provides managed business-intelligence analysis and published interactive dashboards rather than a data-processing engine.

  233. Ikhadi 233

    Umbuzo

    Athena queries usually filter by date, but every query scans the whole S3 dataset. What layout change helps?

    Impendulo

    Partition the dataset by the common date filter and query those partitions. Partition pruning limits the files scanned for each request.

  234. Ikhadi 234

    Umbuzo

    Streaming records should land in S3 or another supported destination with managed buffering and delivery. Which service fits?

    Impendulo

    Amazon Data Firehose. It buffers, optionally transforms, and delivers streaming data without consumer fleet management.

  235. Ikhadi 235

    Umbuzo

    A team must upload data from its own storage devices through a high-speed AWS facility instead of ordering an AWS transfer device. Which service fits?

    Impendulo

    AWS Data Transfer Terminal. The team reserves a secure, network-ready physical location, brings its own devices, and transfers data to AWS over the facility's connection.

  236. Ikhadi 236

    Umbuzo

    A data team needs Apache Spark clusters with control over versions, instances, and tuning. Which service fits better than a simple ETL job?

    Impendulo

    Amazon EMR. It provides managed big-data clusters when framework control and large-scale distributed processing are decisive.

  237. Ikhadi 237

    Umbuzo

    A BI team needs repeatable complex joins across a large centralized analytical warehouse. Which service fits?

    Impendulo

    Amazon Redshift. It is built for structured warehouse analytics and high-throughput SQL reporting.

  238. Ikhadi 238

    Umbuzo

    Athena queries read only a few columns from a large S3 dataset. Which file format usually reduces scanned data?

    Impendulo

    A compressed columnar format such as Parquet. Column pruning and compression avoid reading irrelevant row fields.

  239. Ikhadi 239

    Umbuzo

    External partners use SFTP, but files must arrive directly in S3. Which managed endpoint fits?

    Impendulo

    AWS Transfer Family. It supports familiar managed file-transfer protocols while using AWS storage as the backend.

  240. Ikhadi 240

    Umbuzo

    An application requires Apache Kafka APIs and ecosystem compatibility without operating Kafka brokers alone. Which service fits?

    Impendulo

    Amazon Managed Streaming for Apache Kafka (Amazon MSK). It preserves Kafka compatibility while AWS manages broker infrastructure tasks.

  241. Ikhadi 241

    Umbuzo

    S3 access patterns are unknown and change over time, but objects need millisecond access when active. Which class fits?

    Impendulo

    S3 Intelligent-Tiering. It moves objects among access tiers based on observed use, adding a monitoring fee while avoiding retrieval fees for its automatic low-latency tiers.

  242. Ikhadi 242

    Umbuzo

    A fault-tolerant batch fleet can checkpoint and lose instances with short notice. Which purchase option offers the largest discount potential?

    Impendulo

    EC2 Spot Instances. They use spare capacity at a discount, and the workload must handle interruption and capacity changes.

  243. Ikhadi 243

    Umbuzo

    A new DynamoDB workload has unpredictable traffic and no reliable capacity forecast. Which mode fits first?

    Impendulo

    On-demand capacity mode. It automatically handles request volume without capacity planning, trading convenience for a higher per-request price than well-used provisioned capacity.

  244. Ikhadi 244

    Umbuzo

    Private instances send heavy S3 traffic through a NAT gateway. What network change removes that NAT processing path?

    Impendulo

    Add an S3 gateway VPC endpoint and route S3 traffic through it. Gateway endpoints have no hourly or data-processing charge and keep traffic on the AWS network.

  245. Ikhadi 245

    Umbuzo

    Long-lived data is rarely read, must survive an Availability Zone loss, and needs millisecond retrieval. Which S3 class fits?

    Impendulo

    S3 Standard-Infrequent Access. It stores data across multiple AZs with lower storage cost, balanced by retrieval charges and minimum-duration rules.

  246. Ikhadi 246

    Umbuzo

    Compute usage is steady, but the team wants flexibility across eligible instance families, Regions, and EC2, Lambda, or Fargate. Which discount model fits?

    Impendulo

    A Compute Savings Plan. The organization commits to an hourly spend level and receives discounted eligible compute usage with broad service and configuration flexibility.

  247. Ikhadi 247

    Umbuzo

    A DynamoDB workload has stable, predictable traffic that consistently uses reserved throughput. Which mode can cost less?

    Impendulo

    Provisioned capacity mode with appropriate scaling. Paying for planned read and write capacity can beat on-demand pricing when utilization is predictable.

  248. Ikhadi 248

    Umbuzo

    Two chatty EC2 tiers do not need AZ separation from each other, and cross-AZ transfer dominates cost. What placement can help?

    Impendulo

    Keep the chatty path in the same Availability Zone where resilience requirements allow. Cross-AZ architecture improves failure isolation but can add data-transfer charges.

  249. Ikhadi 249

    Umbuzo

    Infrequently accessed S3 data is recreatable and may be lost with one Availability Zone. Which class can cut cost?

    Impendulo

    S3 One Zone-Infrequent Access. It keeps data in one AZ, so it suits replaceable data rather than the only copy of critical records.

  250. Ikhadi 250

    Umbuzo

    A stable EC2 workload needs both a billing discount and reserved capacity in one specific Availability Zone. Which Reserved Instance scope fits?

    Impendulo

    A zonal Reserved Instance. It reserves matching capacity in the chosen AZ and provides the discount there; a regional Reserved Instance provides AZ flexibility but does not reserve capacity.

  251. Ikhadi 251

    Umbuzo

    A large DynamoDB table stores infrequently accessed historical data, and storage cost dominates request cost. Which table class may fit?

    Impendulo

    DynamoDB Standard-Infrequent Access. It lowers storage cost while raising request cost, so it fits storage-heavy, low-access tables.

  252. Ikhadi 252

    Umbuzo

    Global users repeatedly download the same public objects from a regional origin. What can reduce origin transfer and requests?

    Impendulo

    Cache the objects with Amazon CloudFront. A high cache-hit ratio serves viewers from edge locations and reduces repeated origin delivery.

  253. Ikhadi 253

    Umbuzo

    Archive data is read about quarterly but still needs millisecond retrieval. Which S3 class fits?

    Impendulo

    S3 Glacier Instant Retrieval. It lowers storage cost for rarely accessed archives while preserving real-time access, with retrieval and minimum-duration charges.

  254. Ikhadi 254

    Umbuzo

    A new workload is short-lived, cannot be interrupted, and has unknown steady demand. Which EC2 purchase option avoids commitment?

    Impendulo

    On-Demand Instances. They provide full flexibility without a term commitment, making them suitable while demand is uncertain.

  255. Ikhadi 255

    Umbuzo

    A relational workload is intermittent and must scale database capacity without manual instance changes. Which option fits?

    Impendulo

    Aurora Serverless v2. It adjusts Aurora capacity in fine-grained steps, which suits variable demand that would leave provisioned instances idle.

  256. Ikhadi 256

    Umbuzo

    What is the main trade-off between one shared NAT gateway and one NAT gateway per Availability Zone?

    Impendulo

    A shared gateway can cost less, while per-AZ gateways improve fault isolation and avoid cross-AZ routing for local private subnets. Choose from availability and traffic economics together.

  257. Ikhadi 257

    Umbuzo

    Archives are read roughly yearly and can wait minutes or hours for restore. Which S3 class fits?

    Impendulo

    S3 Glacier Flexible Retrieval. It trades immediate access for lower archive storage cost and several retrieval-speed options.

  258. Ikhadi 258

    Umbuzo

    An EC2 fleet averages low CPU and memory use for months. What should happen before buying a larger commitment?

    Impendulo

    Right-size the instances using measured utilization. Commitments discount usage, but they do not fix paying for capacity the workload never needs.

  259. Ikhadi 259

    Umbuzo

    An RDS database has a stable multi-year production baseline. Which purchase choice can discount its instance cost?

    Impendulo

    Reserved DB instances. A term commitment discounts predictable RDS instance usage, after the database has been right-sized.

  260. Ikhadi 260

    Umbuzo

    When can an interface VPC endpoint cost more than keeping low-volume service traffic on an existing NAT path?

    Impendulo

    When endpoint hourly and data-processing charges exceed the avoided NAT and transfer cost. Private routing is valuable, but endpoint count and traffic volume still matter.

  261. Ikhadi 261

    Umbuzo

    Compliance archives are almost never read and can tolerate the longest restore time. Which S3 class minimizes storage cost?

    Impendulo

    S3 Glacier Deep Archive. It is the lowest-cost S3 archive tier for very rare access, with long minimum duration and hours-scale retrieval.

  262. Ikhadi 262

    Umbuzo

    Traffic varies through the day and idle EC2 instances dominate cost. Which capacity strategy fits?

    Impendulo

    Auto Scaling with sensible minimum and maximum capacity. Matching instance count to demand removes idle capacity while preserving required headroom.

  263. Ikhadi 263

    Umbuzo

    An RDS instance has consistently low CPU, memory, and I/O demand. What should reduce cost before changing engines?

    Impendulo

    Right-size the DB instance and storage to measured needs. A smaller supported configuration removes idle capacity with less migration risk than an engine redesign.

  264. Ikhadi 264

    Umbuzo

    When can a dedicated hybrid link become economical compared with internet VPN?

    Impendulo

    When sustained data volume, required consistency, or private connectivity justifies its port and provider costs. VPN usually has a lower entry cost for modest or temporary traffic.

  265. Ikhadi 265

    Umbuzo

    Objects become cold predictably after 30 days and expire after a policy period. What should automate the change?

    Impendulo

    An S3 Lifecycle rule. It transitions eligible objects to cheaper classes and expires them on a schedule without manual jobs.

  266. Ikhadi 266

    Umbuzo

    A small event handler runs for seconds a few times per hour. Which compute model avoids paying for an idle server?

    Impendulo

    AWS Lambda. Request-based execution suits intermittent work when the function limits and event model fit.

  267. Ikhadi 267

    Umbuzo

    When is a cache more cost-effective than adding another relational read replica?

    Impendulo

    When many requests reuse the same hot data and can tolerate cache freshness rules. A cache can remove repeated reads; a replica is better for broad SQL read scaling.

  268. Ikhadi 268

    Umbuzo

    A small branch sends modest traffic to AWS and does not need a dedicated circuit. Which connection is the lower-entry-cost fit?

    Impendulo

    AWS Site-to-Site VPN. It uses the internet and avoids dedicated-link provisioning, with less predictable performance than Direct Connect.

  269. Ikhadi 269

    Umbuzo

    A general SSD volume is overprovisioned only because its older type ties performance to size. Which EBS type can decouple them?

    Impendulo

    EBS gp3. Capacity, IOPS, and throughput can be tuned independently, which avoids buying unused storage just to reach performance targets.

  270. Ikhadi 270

    Umbuzo

    A small container workload has irregular demand and the team cannot keep EC2 hosts well utilized. Which launch model may cost less operationally?

    Impendulo

    AWS Fargate. Per-task capacity avoids an idle host fleet, though steady high utilization should be compared with optimized EC2 capacity.

  271. Ikhadi 271

    Umbuzo

    Automated database backups are kept far longer than the business recovery policy requires. What should change?

    Impendulo

    Align backup retention with the validated recovery requirement. Extra retention adds storage cost without value when legal, audit, and recovery needs do not require it.

  272. Ikhadi 272

    Umbuzo

    When does Transit Gateway usually justify its attachment and processing charges over many peerings?

    Impendulo

    When centralized, transitive connectivity replaces a complex VPC and hybrid mesh. The operational simplicity can outweigh service charges at larger network scale.

  273. Ikhadi 273

    Umbuzo

    Which EBS type is cost-effective for large, frequently accessed sequential workloads that need throughput rather than transactional IOPS?

    Impendulo

    Throughput Optimized HDD (st1). It fits big sequential scans such as logs or data processing, not boot volumes or small random I/O.

  274. Ikhadi 274

    Umbuzo

    A Linux application and its dependencies support Arm. What compute change should be benchmarked for price-performance?

    Impendulo

    Move to Graviton-based instances or runtimes. AWS-designed Arm processors can improve price-performance when the software stack is compatible.

  275. Ikhadi 275

    Umbuzo

    A relational database is write-bound, while read replicas sit mostly idle. What does that imply?

    Impendulo

    Read replicas do not address the actual bottleneck and may be removable. They scale reads; write capacity needs another design or database choice.

  276. Ikhadi 276

    Umbuzo

    Three VPCs need a few direct, non-transitive private links. Which connectivity can avoid a paid routing hub?

    Impendulo

    VPC peering. A small set of direct relationships can be simpler and cheaper, but the design becomes hard to manage as the mesh grows.

  277. Ikhadi 277

    Umbuzo

    Most files in an EFS file system go untouched after a few weeks. What should reduce storage cost automatically?

    Impendulo

    EFS lifecycle management. It moves inactive files to lower-cost EFS storage classes according to the configured policy.

  278. Ikhadi 278

    Umbuzo

    Capacity demand rises at the same known time every weekday. Which scaling method can add capacity before the rise?

    Impendulo

    Scheduled scaling. A recurring action changes desired or boundary capacity at the known time instead of waiting for utilization to climb.

  279. Ikhadi 279

    Umbuzo

    Which managed service moves database data with ongoing replication to reduce migration downtime?

    Impendulo

    AWS Database Migration Service (AWS DMS). It copies data and can keep source and target synchronized during a migration.

  280. Ikhadi 280

    Umbuzo

    Private workloads reach DynamoDB through a NAT gateway. Which endpoint can remove that path without hourly endpoint charges?

    Impendulo

    A DynamoDB gateway VPC endpoint. Route-table entries keep supported traffic private and avoid NAT processing for that service.

  281. Ikhadi 281

    Umbuzo

    Old EBS snapshots accumulate after every backup cycle. What policy prevents indefinite spend?

    Impendulo

    An automated retention policy that expires unneeded snapshots. Recovery requirements should set how many copies and ages remain, rather than keeping every snapshot.

  282. Ikhadi 282

    Umbuzo

    Demand follows a recurring pattern but its required capacity changes over time. Which scaling method forecasts it?

    Impendulo

    Predictive scaling. It analyzes historical load and schedules capacity ahead of forecast demand, while dynamic scaling can handle deviations.

  283. Ikhadi 283

    Umbuzo

    A database migration changes from one engine family to another and the schema is incompatible. What tool handles much of the conversion?

    Impendulo

    AWS DMS Schema Conversion. It converts schema objects and much database code for a heterogeneous migration; AWS DMS then moves and replicates the data.

  284. Ikhadi 284

    Umbuzo

    What is the first architecture question when network transfer becomes a major AWS bill item?

    Impendulo

    Why is the data crossing a Region, Availability Zone, or internet boundary? Removing unnecessary movement often beats negotiating around the same inefficient path.

  285. Ikhadi 285

    Umbuzo

    A data publisher wants approved external users to pay request and download charges for a shared S3 dataset. Which feature fits?

    Impendulo

    S3 Requester Pays. Authenticated requesters identify themselves as the payer, while the bucket owner still pays storage charges.

  286. Ikhadi 286

    Umbuzo

    Development instances sit unused every night and weekend. What is the simplest cost control?

    Impendulo

    Stop or scale them down on a schedule. Non-production availability requirements rarely justify paying for full capacity when nobody uses it.

  287. Ikhadi 287

    Umbuzo

    Expired session records should leave a DynamoDB table automatically without a cleanup fleet. Which feature fits?

    Impendulo

    DynamoDB Time to Live (TTL). An expiry attribute marks items for background deletion without consuming application write capacity for each cleanup.

  288. Ikhadi 288

    Umbuzo

    Millions of tiny payloads create high request overhead and poor network efficiency. What transport change can help?

    Impendulo

    Batch and compress data where latency requirements allow. Fewer larger transfers reduce per-request overhead and bytes moved.

  289. Ikhadi 289

    Umbuzo

    What decides between DataSync and Data Transfer Terminal for a large migration using customer-owned storage devices?

    Impendulo

    Whether the source network can meet the deadline and cost target. Use DataSync remotely over a suitable network; use Data Transfer Terminal when bringing the devices to a high-speed AWS facility is the better transfer path.

  290. Ikhadi 290

    Umbuzo

    How should a Spot fleet reduce the chance that one capacity pool interrupts all workers?

    Impendulo

    Diversify across instance types and Availability Zones. More eligible pools improve the fleet's chance of finding spare capacity and surviving a constrained pool.

  291. Ikhadi 291

    Umbuzo

    How can choosing a purpose-built database reduce total cost even when its unit price is not the lowest?

    Impendulo

    It removes mismatched infrastructure and custom workaround code. The right data model can need fewer resources and less operations work for the required access pattern.

  292. Ikhadi 292

    Umbuzo

    A metered downstream API can process a fixed rate, but clients create expensive bursts. What control protects cost and capacity?

    Impendulo

    Throttle requests and buffer acceptable asynchronous work. A rate boundary prevents uncontrolled consumption while a queue preserves work that need not finish immediately.

  293. Ikhadi 293

    Umbuzo

    A provisioned file system has far more capacity and throughput than monitoring shows it uses. What is the first cost action?

    Impendulo

    Right-size it against measured demand and headroom. Paying for unused provisioned capacity is avoidable when a smaller setting still meets performance and growth requirements.

  294. Ikhadi 294

    Umbuzo

    Which service recommends rightsizing for supported compute resources from utilization data?

    Impendulo

    AWS Compute Optimizer. It analyzes metrics and recommends configurations, which should still be checked against workload constraints.

  295. Ikhadi 295

    Umbuzo

    An RDS database grows unpredictably, and permanently overallocating storage wastes money. Which feature helps?

    Impendulo

    RDS storage autoscaling. It increases allocated storage when needed within a configured maximum, reducing the need for a large speculative allocation.

  296. Ikhadi 296

    Umbuzo

    A dedicated connection is provisioned far above observed peak throughput. What should happen before renewal?

    Impendulo

    Right-size bandwidth against measured demand and required headroom. Excess fixed capacity adds cost without improving an unconstrained workload.

  297. Ikhadi 297

    Umbuzo

    Which service feature gives organization-wide S3 usage and activity metrics to find cost and protection opportunities?

    Impendulo

    S3 Storage Lens. Its aggregated metrics and recommendations expose storage patterns that can guide lifecycle, cleanup, and protection changes.

  298. Ikhadi 298

    Umbuzo

    A large in-memory application needs long idle periods but expensive startup from scratch. Which EC2 state may balance cost and restart time?

    Impendulo

    EC2 hibernation. It saves RAM state to the encrypted root EBS volume and stops instance compute billing, subject to hibernation requirements and storage cost.

  299. Ikhadi 299

    Umbuzo

    What evidence should drive a database cost change: list price alone or workload metrics plus access patterns?

    Impendulo

    Workload metrics plus access patterns. Capacity, consistency, latency, availability, and operational needs determine whether a cheaper-looking engine is actually cheaper to run.

  300. Ikhadi 300

    Umbuzo

    How can a company identify which applications drive shared network and transfer spend?

    Impendulo

    Use consistent cost allocation tags and detailed billing data. Ownership metadata lets Cost Explorer or the Cost and Usage Report attribute spend before teams optimize it.

Blue geometric architecture hub linked to a shield, layered blocks, a speed gauge, and a bar chart.

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AWS Solutions Architect Associate SAA-C03 Flashcards: Architecture Decisions & Trade-Offs

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