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Triggers on:\n  AWS bill, cost analysis, reduce spend, savings plan, reserved instance,\n  right-size, budget alert, cost optimization, pricing, free tier, cost\n  anomaly, CUR, cost audit, billing view, billing view ARN.\nversion: 1\n---\n\n# Billing and Cost Management\n\n## Overview\n\nAnalyze, optimize, and manage AWS costs. This skill encodes domain expertise from AWS's cost management products — gotchas, correct API usage patterns, and optimization workflows that models frequently get wrong.\n\n## Usage\n\nUse this skill when:\n\n- Analyzing AWS spending, cost trends, or cost breakdowns\n- Setting up or managing budget alerts\n- Evaluating Savings Plans or Reserved Instance purchases\n- Right-sizing EC2, Lambda, RDS, or EBS resources\n- Looking up AWS service pricing\n- Running cost audits or investigating cost spikes\n- Querying CUR data with Athena\n- Scoping cost analysis to a specific billing view\n- Checking Free Tier usage\n\n## Core Concepts\n\n- **Cost Explorer** — query cost\u002Fusage data by service, account, tag, or time range\n- **Budgets** — set spending thresholds with alerts; supports billing view scoping\n- **Billing Views** — scope cost data to a subset of billing (custom view, billing group, or primary)\n- **Compute Optimizer** — right-sizing recommendations for EC2, Lambda, EBS, RDS\n- **Cost Optimization Hub** — aggregated savings recommendations across services\n- **Savings Plans \u002F Reserved Instances** — commitment-based discounts\n- **CUR 2.0** — detailed line-item billing data queryable via Athena\n\n**Recommended setup:** Use the AWS MCP server for sandboxed execution, audit logging, and enterprise controls. See: https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002F\n\n**Without AWS MCP:** All commands use standard AWS CLI syntax and work with any agent that has CLI access.\n\n## Critical Rule: Always Check the Current Date\n\n**Before making ANY Cost Explorer, Budgets, or Savings Plans API call, you MUST determine the current date.** Use a tool to get the current date and time — do NOT assume or guess the year. LLMs frequently default to dates from their training data instead of the actual current date, producing analyses of stale data that appear correct but are completely wrong.\n\n## Critical Rule: Deterministic Calculations\n\n**You MUST NEVER perform numerical calculations (sums, averages, percentages, comparisons, counts, min\u002Fmax) by reasoning in your response.** LLM arithmetic is unreliable and produces wrong answers on cost data.\n\n**You MUST ALWAYS use a script or calculator tool** for any math on data returned from API calls. Write a Python script that performs the calculation and prints the result. If the AWS MCP server's `run_script` tool is available, use it. Otherwise, run the script locally.\n\nRead `references\u002Fdeterministic-calculations.md` for patterns and examples.\n\n## Decision Guide\n\n| Question | Tool | Reference |\n|----------|------|-----------|\n| What am I spending? Where are costs going up? | Cost Explorer | `references\u002Fcost-explorer.md` |\n| How much does a service cost? | Price List API | `references\u002Fpricing-lookup.md` |\n| Where can I save money? (start here) | Cost Optimization Hub | `references\u002Fcost-optimization-hub.md` |\n| Should I buy Savings Plans? | CE SP Recommendations | `references\u002Fsavings-plans.md` |\n| Should I buy Reserved Instances? | CE RI Recommendations | `references\u002Freserved-instances.md` |\n| Deep-dive on a specific EC2\u002FLambda\u002FEBS\u002FRDS rec? | Compute Optimizer | `references\u002Fec2-rightsizing.md`, `references\u002Flambda-optimization.md`, `references\u002Frds-optimization.md`, `references\u002Febs-optimization.md` |\n| How do I set up budget alerts? | Budgets | `references\u002Fbudgets.md` |\n| What's causing a cost spike? | Cost Anomaly Detection | `references\u002Fcost-explorer.md` |\n| Am I within Free Tier? | Free Tier API | `references\u002Ffree-tier.md` |\n| How do I reduce my bill? | Cost Audit workflow | `references\u002Fcost-audit.md` |\n| How do I query detailed billing data? | CUR 2.0 + Athena | `references\u002Fcur-athena.md` |\n| How do I optimize specific services? | Per-service patterns | `references\u002Fservice-optimization.md` |\n| How do I scope costs to a billing view? | Billing Views | See [Billing Views](#billing-views) below |\n\n## Common Tasks\n\n### Analyze costs by service\n\n```bash\naws ce get-cost-and-usage \\\n  --time-period Start=2026-03-01,End=2026-04-01 \\\n  --granularity MONTHLY \\\n  --metrics UnblendedCost \\\n  --group-by Type=DIMENSION,Key=SERVICE\n```\n\nDefault to `UnblendedCost`. Exclude Credits\u002FRefunds with `--filter '{\"Not\":{\"Dimensions\":{\"Key\":\"RECORD_TYPE\",\"Values\":[\"Credit\",\"Refund\"]}}}'`. End date is exclusive.\n\n### Run a cost audit\nRead `references\u002Fcost-audit.md` for the full 7-step workflow: top cost drivers → month-over-month comparison → optimization recommendations → idle resources → commitment coverage → per-service quick wins → report.\n\n### Get right-sizing recommendations\nCompute Optimizer requires opt-in first: `aws compute-optimizer update-enrollment-status --status Active`. Then read `references\u002Fec2-rightsizing.md` for EC2 or the relevant resource-specific reference.\n\n### Look up service pricing\nRead `references\u002Fpricing-lookup.md` for service codes and attribute filters. Common trap: Price List API service codes differ from Cost Explorer service names.\n\n## Billing Views\n\nA billing view scopes cost and usage data to a specific slice of an account's billing (e.g., a billing group, custom view, or the default primary view). When the user wants to analyze costs through a particular billing view, add `--billing-view-arn` to supported API calls.\n\n### Discover available billing views\n\n```bash\naws billing list-billing-views \\\n  --billing-view-types PRIMARY CUSTOM BILLING_GROUP\n```\n\nRequires `billing:ListBillingViews` permission.\n\n### Use a billing view with Cost Explorer\n\n```bash\naws ce get-cost-and-usage \\\n  --time-period Start=2026-03-01,End=2026-04-01 \\\n  --granularity MONTHLY \\\n  --metrics UnblendedCost \\\n  --group-by Type=DIMENSION,Key=SERVICE \\\n  --billing-view-arn arn:aws:billing::ACCOUNT_ID:billingview\u002FBILLING_VIEW_ID\n```\n\n### Create a budget scoped to a billing view\nIn the `--budget` JSON, include the `BillingViewArn` field:\n\n```bash\naws budgets create-budget --account-id ACCOUNT_ID \\\n  --budget '{\n    \"BudgetName\": \"TeamX-Monthly\",\n    \"BudgetLimit\": {\"Amount\": \"1000\", \"Unit\": \"USD\"},\n    \"TimeUnit\": \"MONTHLY\",\n    \"BudgetType\": \"COST\",\n    \"BillingViewArn\": \"arn:aws:billing::ACCOUNT_ID:billingview\u002FBILLING_VIEW_ID\"\n  }'\n```\n\n### API support for `--billing-view-arn`\n\n| Supports `--billing-view-arn` | Does NOT support it |\n|-------------------------------|---------------------|\n| `ce get-cost-and-usage` | `ce get-reservation-coverage` |\n| `ce get-cost-and-usage-with-resources` | `ce get-reservation-utilization` |\n| `ce get-cost-forecast` | `ce get-savings-plans-coverage` |\n| `ce get-usage-forecast` | `ce get-savings-plans-utilization` |\n| `ce get-dimension-values` | |\n| `ce get-tags` | |\n| `ce get-cost-comparison-drivers` | |\n| `budgets create-budget` (in budget JSON) | |\n\n## Troubleshooting\n\n| Error | Cause | Fix |\n|-------|-------|-----|\n| `ValidationException` on Cost Explorer | Wrong dimension key (e.g., `CHARGE_TYPE` instead of `RECORD_TYPE`) | Use `RECORD_TYPE` for charge type filtering |\n| Empty results with filter | Filter value doesn't match exactly | Call `GetDimensionValues` first to get valid values |\n| `AccessDeniedException` on hourly data | Hourly granularity not enabled | Enable in Cost Explorer preferences |\n| `Account not registered` on Compute Optimizer | Not opted in | Run `update-enrollment-status --status Active` |\n| Budgets API fails outside us-east-1 | Budgets requires us-east-1 | Set `--region us-east-1` |\n| Cost Explorer `Total` empty with GroupBy | By design — totals excluded when grouping | Make separate call without GroupBy, or sum grouped results using a script |\n| `AccessDeniedException` on `list-billing-views` | Missing permission | User needs `billing:ListBillingViews` permissions |\n| `ValidationException` with `--billing-view-arn` | API doesn't support billing views, or malformed ARN | Check the API support table above; ARN format is `arn:aws:billing::ACCOUNT_ID:billingview\u002FVIEW_ID` |\n| Budget shows `UNHEALTHY` health status | Billing view access revoked or view deleted | Check `HealthStatus.StatusReason` in `describe-budget` output; ensure `billing:GetBillingViewData` is granted |\n\n## Additional Resources\n\n- AWS Cost Management User Guide: https:\u002F\u002Fdocs.aws.amazon.com\u002Fcost-management\u002F\n- AWS Pricing Calculator: https:\u002F\u002Fcalculator.aws\u002F\n- Compute Optimizer User Guide: https:\u002F\u002Fdocs.aws.amazon.com\u002Fcompute-optimizer\u002F\n- Well-Architected Cost Optimization Pillar: https:\u002F\u002Fdocs.aws.amazon.com\u002Fwellarchitected\u002Flatest\u002Fcost-optimization-pillar\u002F\n",{"data":36,"body":38},{"name":4,"description":6,"version":37},1,{"type":39,"children":40},"root",[41,50,57,63,69,74,124,130,204,222,232,238,248,254,264,283,296,302,640,646,653,759,780,786,797,803,823,829,840,845,858,864,915,928,934,1035,1041,1062,1174,1185,1358,1364,1688,1694,1741],{"type":42,"tag":43,"props":44,"children":46},"element","h1",{"id":45},"billing-and-cost-management",[47],{"type":48,"value":49},"text","Billing and Cost Management",{"type":42,"tag":51,"props":52,"children":54},"h2",{"id":53},"overview",[55],{"type":48,"value":56},"Overview",{"type":42,"tag":58,"props":59,"children":60},"p",{},[61],{"type":48,"value":62},"Analyze, optimize, and manage AWS costs. 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Triggers on: \"add memory\", \"remember across sessions\", \"call agent from app\", \"invoke agent from code\", \"auth to call agent\", \"streaming responses\", \"VPC\", \"VPC connectivity\", \"VPC error\", \"can't reach from VPC\", \"multi-agent\", \"A2A\", \"A2A auth\", \"orchestrator not delegating\", \"specialist not called\", \"migrate Bedrock Agent\", \"after import\", \"migration issue\", \"framework for migration\", \"change model\", \"browser tool\", \"code interpreter\", \"delete agent\", \"tear down\", \"agentcore remove\", \"cross-account memory\", \"resource-based policy on memory\", \"pay for x402 content\", \"402 Payment Required\", \"microtransactions\", \"paid API or tool\". Not for connecting to external APIs via Gateway — use agents-connect. Not for scaffolding a new project — use agents-get-started. Not for CLI\u002Fdev server errors — use agents-debug. Strands vs LangGraph in a migration context routes here.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1755,1758,1761,1762],{"name":1756,"slug":1757,"type":15},"Agents","agents",{"name":1759,"slug":1760,"type":15},"Automation","automation",{"name":23,"slug":8,"type":15},{"name":1763,"slug":1764,"type":15},"Engineering","engineering","2026-07-12T08:42:53.812877",{"slug":1767,"name":1767,"fn":1768,"description":1769,"org":1770,"tags":1771,"stars":24,"repoUrl":25,"updatedAt":1780},"agents-connect","connect agents to external services","Use when connecting your agent to external APIs, tools, or services via Gateway, or restricting tool access with Cedar policies. Handles gateway setup, target types, outbound auth (OAuth, API key, IAM), credentials, and Cedar policy authoring. Triggers on: \"connect to API\", \"add gateway\", \"connect to MCP server\", \"Lambda tools\", \"OpenAPI\", \"gateway target\", \"Cedar policy\", \"restrict tools\", \"policy engine\", \"gateway auth error\", \"store API key\", \"outbound credential\", \"env var API key\", \"API key None after deploy\", \"credential not available after deploy\", \"should this be a gateway target\", \"give my agent tools\", \"add tools to agent\". Not for inbound auth (who can call your agent) — use agents-harden. Not for debugging agent behavior — use agents-debug. Not for VPC networking errors (agent can't reach APIs due to VPC) — use agents-build. Not for creating or hosting a new MCP server project — use agents-get-started.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1772,1773,1776,1779],{"name":1756,"slug":1757,"type":15},{"name":1774,"slug":1775,"type":15},"API Development","api-development",{"name":1777,"slug":1778,"type":15},"Authentication","authentication",{"name":23,"slug":8,"type":15},"2026-07-16T06:00:38.866147",{"slug":1782,"name":1782,"fn":1783,"description":1784,"org":1785,"tags":1786,"stars":24,"repoUrl":25,"updatedAt":1795},"agents-debug","debug agent and environment issues","Use when your agent or environment is broken — wrong answers, errors, timeouts, tool failures, or CLI issues. Reads traces and logs to diagnose root causes. Also checks prerequisites when the CLI itself isn't working. Triggers on: \"agent not working\", \"wrong answer\", \"agent error\", \"tool call failing\", \"debug agent\", \"check logs\", \"read traces\", \"broken\", \"500 error\", \"424 error\", \"model access denied\", \"command not found\", \"stuck in DELETING\", \"maxVms exceeded\", \"cold start diagnosis\", \"cold start slow\", \"agentcore create error\", \"create failed\", \"exit code 7\", \"connection refused local dev\". Not for deploy failures — use agents-deploy. Not for performance tuning without errors — use agents-optimize. Not for VPC configuration — use agents-build. Not for observability setup or missing logs — use agents-optimize.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1787,1788,1789,1792],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1790,"slug":1791,"type":15},"Debugging","debugging",{"name":1793,"slug":1794,"type":15},"Observability","observability","2026-07-16T06:00:44.679093",{"slug":1797,"name":1797,"fn":1798,"description":1799,"org":1800,"tags":1801,"stars":24,"repoUrl":25,"updatedAt":1810},"agents-deploy","deploy AI agents to AWS","Use when deploying your agent to AWS, or when a deploy has failed. Handles pre-flight validation, CDK\u002FIAM\u002Fquota error diagnosis, version management, rollback, and canary deployments. Triggers on: \"deploy my agent\", \"agentcore deploy\", \"deploy failed\", \"CDK error\", \"rollback\", \"canary deploy\", \"pin version\", \"redeploy\", \"deploy stuck\". Not for production hardening — use agents-harden. Not for adding capabilities before deploy — use agents-build or agents-connect. Not for VPC configuration errors — use agents-build.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1802,1803,1804,1807],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1805,"slug":1806,"type":15},"CI\u002FCD","ci-cd",{"name":1808,"slug":1809,"type":15},"Deployment","deployment","2026-07-12T08:42:55.059577",{"slug":1812,"name":1812,"fn":1813,"description":1814,"org":1815,"tags":1816,"stars":24,"repoUrl":25,"updatedAt":1820},"agents-get-started","scaffold and deploy new agent projects","Use when a developer wants to create a new agent project or get started with AgentCore. Handles framework selection, project scaffolding, first deploy, and first invocation. Triggers on: \"build an agent\", \"create an agent\", \"get started\", \"new project\", \"agentcore create\", \"which framework\", \"Strands vs LangGraph\", \"hello world agent\", \"first agent\", \"create MCP server\", \"host MCP server\", \"agentcore dev\", \"dev server\", \"what port\", \"local development\". Not for adding capabilities to existing projects — use agents-build or agents-connect. Strands vs LangGraph in a migration context routes to agents-build, not here. Connecting to an existing MCP server routes to agents-connect, not here.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1817,1818,1819],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1808,"slug":1809,"type":15},"2026-07-12T08:42:51.963247",{"slug":1822,"name":1822,"fn":1823,"description":1824,"org":1825,"tags":1826,"stars":24,"repoUrl":25,"updatedAt":1835},"agents-harden","harden agents for production","Use when preparing your agent for production — IAM scoping, inbound auth (JWT, SigV4), secrets management, cold start optimization, session lifecycle, rate limiting, input validation, and quota guidance. Triggers on: \"production checklist\", \"harden agent\", \"production ready\", \"secure agent\", \"inbound auth\", \"going live\", \"cold start optimization\", \"session lifecycle\", \"StopRuntimeSession\", \"quota\", \"throttling\", \"maxVms\", \"rate limit\", \"security audit of outbound API calls\", \"gateway target audit for production\", \"restrict who can call\", \"lock down endpoint\", \"only our app can call\". Not for Cedar tool-restriction policies — use agents-connect. Not for quality measurement — use agents-optimize. Not for outbound credential storage or API key wiring — use agents-connect. Not for A2A agent-to-agent auth — use agents-build. Cold start observation and diagnosis (not optimization) routes to agents-debug.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1827,1828,1829,1832],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1830,"slug":1831,"type":15},"Best Practices","best-practices",{"name":1833,"slug":1834,"type":15},"Security","security","2026-07-16T06:00:42.174705",{"slug":1837,"name":1837,"fn":1838,"description":1839,"org":1840,"tags":1841,"stars":24,"repoUrl":25,"updatedAt":1851},"agents-optimize","optimize agent quality and performance","Use when measuring or improving agent quality and performance — set up evaluators, online monitoring, CI\u002FCD quality gates, observability, or cost optimization. Triggers on: \"evaluate my agent\", \"add evaluator\", \"measure quality\", \"quality gate\", \"run evals\", \"agent too slow\", \"why is it slow\", \"reduce latency\", \"set up observability\", \"CloudWatch dashboard\", \"how much does my agent cost\", \"cost optimization\", \"logs not showing up\", \"logs missing\", \"spans not found\", \"eval failing\", \"eval error\", \"dev traces\", \"local traces\", \"agentcore dev traces\", \"traces to CloudWatch\". Not for debugging errors or crashes — use agents-debug. Slow but correct routes here; broken routes to debug.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1842,1843,1844,1847,1848],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1845,"slug":1846,"type":15},"Evals","evals",{"name":1793,"slug":1794,"type":15},{"name":1849,"slug":1850,"type":15},"Performance","performance","2026-07-12T08:42:56.488105",{"slug":1853,"name":1853,"fn":1854,"description":1855,"org":1856,"tags":1857,"stars":24,"repoUrl":25,"updatedAt":1868},"amazon-aurora-mysql","manage Amazon Aurora MySQL clusters","Amazon Aurora MySQL — creates, modifies, and advises on Aurora MySQL clusters specifically (MySQL-compatible engine, Aurora serverless, parallel query). Trigger for Aurora MySQL cluster operations, ACU sizing, I\u002FO-Optimized storage, commitment pricing, or MySQL upgrade planning. Aurora MySQL uses full (VPC-based) configuration — express configuration is PostgreSQL-only. For Aurora PostgreSQL, use amazon-aurora-postgresql instead. Contains safety guardrails and response templates that override defaults.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1858,1859,1862,1865],{"name":23,"slug":8,"type":15},{"name":1860,"slug":1861,"type":15},"Database","database",{"name":1863,"slug":1864,"type":15},"MySQL","mysql",{"name":1866,"slug":1867,"type":15},"Serverless","serverless","2026-07-12T08:43:13.27939",{"slug":1870,"name":1870,"fn":1871,"description":1872,"org":1873,"tags":1874,"stars":24,"repoUrl":25,"updatedAt":1881},"amazon-aurora-postgresql","configure Amazon Aurora PostgreSQL clusters","Amazon Aurora PostgreSQL — creates, modifies, and advises on Aurora PostgreSQL clusters specifically (PostgreSQL-compatible engine, Aurora serverless, express configuration, pgvector, Babelfish). Trigger for Aurora PostgreSQL cluster operations, express-configuration quick-start, ACU sizing, I\u002FO-Optimized storage, commitment pricing, or PostgreSQL upgrade planning. For Aurora MySQL, use amazon-aurora-mysql instead. Contains safety guardrails, express-first routing, and response templates that override defaults.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1875,1876,1877,1880],{"name":23,"slug":8,"type":15},{"name":1860,"slug":1861,"type":15},{"name":1878,"slug":1879,"type":15},"PostgreSQL","postgresql",{"name":1866,"slug":1867,"type":15},"2026-07-16T06:00:34.789624",{"slug":1883,"name":1883,"fn":1884,"description":1885,"org":1886,"tags":1887,"stars":24,"repoUrl":25,"updatedAt":1893},"amazon-bedrock","build generative AI apps with Amazon Bedrock","Builds generative AI applications on Amazon Bedrock. Covers model invocation (Converse API, InvokeModel), RAG with Knowledge Bases, Bedrock Agents, Guardrails, and AgentCore. Use when invoking models, setting up Knowledge Bases, creating agents, applying guardrails, deploying to AgentCore, migrating\u002Fporting\u002Fconverting a Bedrock Agent (including inline agents) to an AgentCore Harness, troubleshooting Bedrock errors (ThrottlingException, AccessDeniedException), or choosing models (Claude, Llama, Nova, Titan). ALSO USE for prompt caching setup and debugging, quota health checks and throttling diagnosis, cost attribution and tracking, migrating between Claude model generations (4.5 to 4.6 to 4.7), chunking strategies, API selection (Converse vs InvokeModel), guardrail capabilities, and model selection. Also covers AgentCore Payments setup (x402, microtransactions, Payment Manager, Connector, Instrument, Coinbase CDP, Stripe Privy, 402 Payment Required, pay for content, paid endpoint, agent payments). NOT for custom model training, Rekognition, or Comprehend.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1888,1889,1890],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1891,"slug":1892,"type":15},"LLM","llm","2026-07-25T05:30:35.20899",{"slug":1895,"name":1895,"fn":1896,"description":1897,"org":1898,"tags":1899,"stars":24,"repoUrl":25,"updatedAt":1908},"amazon-documentdb","manage Amazon DocumentDB clusters","Manages Amazon DocumentDB end-to-end — serverless-on-8.0 cluster setup, TLS\u002FVPC\u002Fdriver config, flexible-schema and vector-search data modeling, MongoDB compatibility assessment, DMS-based migration, slow-query diagnosis, major version upgrades (4.0→5.0→8.0), Well-Architected reviews (41-check wa_review.py), cost estimation, and security hardening. Retrieve for every DocumentDB question and when the user asks to set up or migrate MongoDB to AWS — DocumentDB is AWS's MongoDB-compatible managed database. Triggers: JSON document store, document database, MongoDB on AWS, Nested fields, Lambda cannot connect, TLS handshake, VPC port 27017, IAM auth, Secrets Manager, encryption at rest, $graphLookup, flexible schema, COLLSCAN, compound index, DMS migration, CDC cutover, $vectorSearch, RAG, Global Clusters, DR replication, cost sizing, audit, health check, production-readiness.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1900,1901,1902,1905],{"name":23,"slug":8,"type":15},{"name":1860,"slug":1861,"type":15},{"name":1903,"slug":1904,"type":15},"MongoDB","mongodb",{"name":1906,"slug":1907,"type":15},"NoSQL","nosql","2026-07-12T08:43:00.455878",{"slug":1910,"name":1910,"fn":1911,"description":1912,"org":1913,"tags":1914,"stars":24,"repoUrl":25,"updatedAt":1918},"amazon-dynamodb","design and debug DynamoDB data layers","Designs, reviews, and debugs DynamoDB data layers from design axioms — enumerates access patterns, chooses partition\u002Fsort keys and GSIs, decides single-table vs. multi-table, configures Streams, Global Tables, TTL, and zero-ETL integrations to OpenSearch\u002FRedshift\u002FSageMaker Lakehouse, and produces a defensible data-layer design with a monthly cost estimate and optional live validation. Applies whenever a user is designing, reviewing, or refactoring anything backed by DynamoDB — schemas, access patterns, GSIs, single- vs. multi-table choices, Streams consumers, transactional outboxes, Global Tables, zero-ETL pipelines — even when they don't say \"axioms\" or \"design review.\" Also applies when debugging hot partitions, throttling, unbounded Scans, LWW conflicts, or surprise bills on DynamoDB workloads.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1915,1916,1917],{"name":23,"slug":8,"type":15},{"name":1860,"slug":1861,"type":15},{"name":1906,"slug":1907,"type":15},"2026-07-16T06:00:37.690386",115,{"items":1921,"total":1971},[1922,1929,1936,1943,1950,1956,1963],{"slug":1750,"name":1750,"fn":1751,"description":1752,"org":1923,"tags":1924,"stars":24,"repoUrl":25,"updatedAt":1765},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1925,1926,1927,1928],{"name":1756,"slug":1757,"type":15},{"name":1759,"slug":1760,"type":15},{"name":23,"slug":8,"type":15},{"name":1763,"slug":1764,"type":15},{"slug":1767,"name":1767,"fn":1768,"description":1769,"org":1930,"tags":1931,"stars":24,"repoUrl":25,"updatedAt":1780},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1932,1933,1934,1935],{"name":1756,"slug":1757,"type":15},{"name":1774,"slug":1775,"type":15},{"name":1777,"slug":1778,"type":15},{"name":23,"slug":8,"type":15},{"slug":1782,"name":1782,"fn":1783,"description":1784,"org":1937,"tags":1938,"stars":24,"repoUrl":25,"updatedAt":1795},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1939,1940,1941,1942],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1790,"slug":1791,"type":15},{"name":1793,"slug":1794,"type":15},{"slug":1797,"name":1797,"fn":1798,"description":1799,"org":1944,"tags":1945,"stars":24,"repoUrl":25,"updatedAt":1810},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1946,1947,1948,1949],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1805,"slug":1806,"type":15},{"name":1808,"slug":1809,"type":15},{"slug":1812,"name":1812,"fn":1813,"description":1814,"org":1951,"tags":1952,"stars":24,"repoUrl":25,"updatedAt":1820},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1953,1954,1955],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1808,"slug":1809,"type":15},{"slug":1822,"name":1822,"fn":1823,"description":1824,"org":1957,"tags":1958,"stars":24,"repoUrl":25,"updatedAt":1835},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1959,1960,1961,1962],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1830,"slug":1831,"type":15},{"name":1833,"slug":1834,"type":15},{"slug":1837,"name":1837,"fn":1838,"description":1839,"org":1964,"tags":1965,"stars":24,"repoUrl":25,"updatedAt":1851},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1966,1967,1968,1969,1970],{"name":1756,"slug":1757,"type":15},{"name":23,"slug":8,"type":15},{"name":1845,"slug":1846,"type":15},{"name":1793,"slug":1794,"type":15},{"name":1849,"slug":1850,"type":15},114]