All 99 articles, sorted alphabetically
Amazon Comprehend, in depth: built-in NLP APIs, sync and async processing, PII redaction, custom models and endpoint sizing
A practical guide to Amazon Comprehend: the current feature set and the 2026 availability change, document size limits in bytes, single, batch and asy…
Read article →Amazon Polly + Transcribe, in depth: engines, SSML and lexicons, batch and streaming transcription, quotas and a round-trip pipeline
How to build with Amazon Polly and Amazon Transcribe: synchronous, asynchronous and streaming calls, engines, speech marks, SSML and lexicons, custom …
Read article →Amazon Rekognition, in depth
Amazon Rekognition in depth: the stateless image, face collection and stored-video API families, verified input limits, labels with filters and model …
Read article →Amazon Textract, in depth: the Block model, sync and async APIs, queries, limits and a production extraction pipeline
A practical guide to Amazon Textract: what it extracts, the API families and their verified limits, how to walk the Block graph for forms, tables and …
Read article →Amazon Aurora, in depth: an operator's guide to clusters, endpoints, failover, Serverless v2, Global Database and cost
How to run Amazon Aurora well: what it is, the shared storage volume in brief, cluster topology and endpoints, failover tiers and client retries, a wo…
Read article →Aurora Serverless v2, in depth: ACUs, per-instance scaling, promotion tiers, auto-pause and a capacity model you can run
How Aurora Serverless v2 really scales: what an ACU is, why each writer and reader scales on its own, how promotion tiers tie readers to the writer, a…
Read article →Auto Scaling Groups, in depth: the reconciliation loop, scaling policies, warmup, health checks, lifecycle hooks, instance refresh and warm pools
How Amazon EC2 Auto Scaling groups really work: desired-capacity reconciliation, target tracking versus step and scheduled scaling, default instance w…
Read article →AWS API Gateway -- the managed front door for APIs
Deep-dive on AWS API Gateway: the managed front-door role, REST vs HTTP APIs (features vs cost/latency), integrations (Lambda/HTTP/AWS services), auth…
Read article →AWS App Runner, in depth: how it runs your container, scaling on concurrency, networking, operations, and migrating to ECS Express Mode
AWS App Runner explained for teams that run it today: its 2026 status (closed to new customers, no new features), the request path, concurrency-based …
Read article →AWS AppSync architecture
Deep-dive on AWS AppSync managed GraphQL: a single typed endpoint that authorizes each request per field, resolves individual fields via VTL or JavaSc…
Read article →AWS Athena, in depth: how serverless SQL over S3 executes, what you pay for, and the layout, partitioning and workgroup decisions that control both
A practical guide to Amazon Athena: the query lifecycle from catalog lookup to results in S3, per-terabyte and capacity-reservation pricing with a wor…
Read article →Amazon Aurora storage architecture
Deep-dive on Aurora's storage layer: 10GB protection groups, six-way three-AZ quorums, VCL/VDL commit semantics, storage-node log materialization…
Read article →AWS Batch, in depth: compute environments, queues, array jobs, retries, Spot and the stuck-RUNNABLE problem
How AWS Batch works and how to run it well: compute environments and allocation strategies, job queues and fair-share scheduling, job definitions and …
Read article →AWS Elastic Beanstalk, in depth: environments, the on-instance deployment workflow, deployment policies, worker tiers and operations
How AWS Elastic Beanstalk really works: applications, versions and environments, the CloudFormation stack it manages, the on-instance deployment workf…
Read article →AWS Bedrock, in depth: the Converse API, inference profiles, quotas, service tiers and batch, from first call to production
Amazon Bedrock for engineers: the request path, the Converse API and every stopReason, a tool-use loop, inference profiles and geographic versus globa…
Read article →AWS CDK, in depth: constructs, synthesis, assets, bootstrapping, logical IDs, testing and the failure modes that bite in production
How the AWS Cloud Development Kit works and how to run it well: the construct tree and L1, L2 and L3 constructs, synthesis into a cloud assembly, toke…
Read article →AWS Client VPN + Site-to-Site VPN, in depth: tunnels, BGP, bandwidth limits, client endpoints and a hybrid design
How AWS's two managed VPN services work and how to run them: Site-to-Site VPN tunnels, BGP and route limits, 1.25 Gbps and 5 Gbps tunnels and ECM…
Read article →Amazon CloudFront architecture
Deep-dive on CloudFront's CDN architecture: the tiered PoP → regional edge cache → Origin Shield → origin hierarchy, the cache-key model that dec…
Read article →AWS CloudTrail, in depth: event types, organization trails, tamper-evident archives and detection
How AWS CloudTrail records API activity: the event record, management, data, network activity and Insights events, multi-Region and organization trail…
Read article →Amazon Cognito, in depth: user pools, identity pools, tokens, Lambda triggers and the decisions you cannot undo
A practical guide to Amazon Cognito: the difference between user pools and identity pools, feature plans, app clients and managed login, the authoriza…
Read article →AWS Config
A deep dive on AWS Config: continuous inventory and compliance tracking for AWS resources, managed rules (200+) for common checks, custom rules via La…
Read article →AWS Control Tower, in depth: landing zones, controls, baselines, drift and landing zone 4.0
How AWS Control Tower governs a multi-account organization: the landing zone and hub accounts, preventive, detective and proactive controls, the Contr…
Read article →AWS Data Lake Architecture in Depth
A 2500-word walkthrough of AWS data lake: ingest, S3 raw/curated, Glue Catalog, Lake Formation, ETL, Athena, BI, observability, cost governance.
Read article →AWS DataSync, in depth: agents, locations and tasks, Basic versus Enhanced mode, task execution phases, options that matter, a sized migration and code
How AWS DataSync moves files and objects between on-premises storage, other clouds and AWS: agents, locations, tasks and executions, Basic versus Enha…
Read article →AWS DataZone, in depth: domains, projects, publishing and governed subscriptions
How Amazon DataZone works: domains, domain units and authorization policies, projects and roles, environments and blueprints, data sources, inventory …
Read article →Amazon DAX architecture
Deep-dive on DynamoDB Accelerator (DAX): a managed in-memory cache speaking the DynamoDB API, separate item and query caches, the write-through path t…
Read article →DynamoDB architecture
DynamoDB architecture: partition key design and hot partitions, GSI versus LSI, capacity modes and adaptive capacity, streams, and single-table modell…
Read article →DynamoDB global tables
Deep-dive on DynamoDB global tables: full writable replicas per region serving local reads and writes, Streams-based change capture and the managed cr…
Read article →AWS EBS
A deep dive on Amazon EBS: block storage versus instance store, why EBS is network-attached rather than local and what that means for latency and band…
Read article →AWS EC2
EC2 in depth: the instance lifecycle and what stop really destroys, AMIs, Nitro, instance-type naming, T-family credits, IMDSv2, and purchasing models…
Read article →AWS ECS in Depth: The Control Plane, Task Placement, Capacity Providers and Safe Deployments
How Amazon ECS actually runs containers: the objects and their lifecycles, task and execution roles, network modes, how the scheduler places tasks, ca…
Read article →AWS ECS / Fargate -- running containers without managing servers
Deep-dive on AWS ECS/Fargate: the run-containers-without-server-ops need, task definitions (blueprint), services (declarative desired count/scaling), …
Read article →AWS EFS
A deep dive on Amazon EFS: what a fully-managed elastic NFS is, how file storage differs from block (EBS) and object (S3), shared multi-AZ access from…
Read article →Amazon EKS in Depth: The Managed Control Plane, Compute Choices, VPC CNI Networking, Access Entries and Pod Identity, and Surviving the Upgrade Cycle
How Amazon EKS works and how to run it: the AWS-managed control plane and its ENIs in your VPC, managed node groups versus Karpenter, Auto Mode and Fa…
Read article →AWS EMR, in depth: EC2 clusters, Serverless and EKS, node roles, Spot and scaling, and how to run it well
A practical guide to Amazon EMR: the three deployment options and when to use each, cluster anatomy on EC2 (primary, core and task nodes), release lab…
Read article →AWS EventBridge -- the serverless event bus for event-driven architecture
Deep-dive on AWS EventBridge: the central event bus, rules and content-based event patterns, targets and sources, schema registry, content filtering, …
Read article →AWS Glue
Deep-dive on AWS Glue as an architecture: a Hive-compatible Data Catalog that every AWS analytics engine reads as the single source of truth, plus a s…
Read article →AWS GuardDuty, in depth: data sources, findings and a response pipeline people trust
Amazon GuardDuty as documented in October 2026: foundational sources and protection plans, finding types and severity bands, Extended Threat Detection…
Read article →AWS IAM
How IAM controls access to every AWS API: users, groups, roles, policies, and how STS enables temporary credentials.
Read article →AWS IAM conditions architecture
Deep-dive on AWS IAM conditions: context keys, tag conditions, MFA + IP, SCP interaction, resource policies, boundaries, and policy simulator.
Read article →AWS Inferentia, in depth: NeuronCores, ahead-of-time compilation, static shapes, sizing LLMs and running Inf2 in production
How AWS Inferentia2 actually runs your model: NeuronCore-v2 engines, HBM, NeuronLink, compiling with torch_neuronx, shape bucketing, core pinning, LLM…
Read article →Amazon Inspector, in depth: agent-based and agentless EC2 scans, ECR and Lambda coverage, findings, routing and CI scanning
How Amazon Inspector finds vulnerabilities: SSM agent-based, EBS-snapshot agentless and hybrid EC2 scanning, continuous ECR scanning and its monitorin…
Read article →AWS Kinesis Architecture in Depth
A 2500-word walkthrough of AWS Kinesis: Data Streams, shards, retention, enhanced fan-out, Firehose, Managed Flink, auto-scale.
Read article →AWS KMS architecture
AWS KMS in depth: customer managed vs AWS managed keys, key policies over IAM, kms:ViaService, grants and grant tokens, rotation, multi-Region keys, q…
Read article →AWS Lambda
How Lambda runs code without managing servers, cold starts, execution model, and the patterns that make Lambda work at scale.
Read article →Lambda cold start architecture, in depth: execution environments, lifecycle limits, scaling rate, SnapStart and provisioned concurrency
How AWS Lambda cold starts arise: execution environments and microVMs, the Init, Restore, Invoke and Shutdown phases with their limits and billing, sc…
Read article →AWS Macie, in depth
Amazon Macie in depth: policy versus sensitive data findings, managed and custom data identifiers with exact limits, allow lists, automated discovery …
Read article →Amazon MSK architecture
Deep-dive on Amazon Managed Streaming for Apache Kafka (MSK): how AWS runs real Apache Kafka as a managed service while you keep the Kafka-native conc…
Read article →AWS Multi-Region Architecture in Depth
Designing multi-Region systems on AWS from RPO and RTO: DR strategies, Route 53 and ARC data-plane failover, Aurora Global Database, DynamoDB global t…
Read article →AWS OpenSearch, in depth: domain architecture, shard sizing, tiers and operations
How Amazon OpenSearch Service works and how to run it: master, data, UltraWarm and cold tiers, Multi-AZ with Standby, AWS's storage and shard for…
Read article →AWS Organizations + Service Control Policies, in depth: OU design, guardrails that cannot be bypassed, resource control policies and safe rollout
How to structure AWS Organizations and write service control policies that hold: how SCPs combine down the OU tree, what they cannot restrict, deny-li…
Read article →AWS Overview
What AWS is, how regions and availability zones organize its infrastructure, and how the service catalog composes into modern applications.
Read article →AWS PrivateLink architecture
Deep-dive on AWS PrivateLink: endpoint services and NLBs, interface endpoints and ENIs, private DNS, endpoint policies and acceptance, cross-account/r…
Read article →AWS RDS
How RDS manages database engines (Postgres, MySQL, MariaDB, Oracle, SQL Server) with backups, HA, and read replicas.
Read article →AWS Redshift, in depth: leader and compute nodes, slices, distribution and sort keys, loading, workload management and the views that explain a slow query
How Amazon Redshift actually executes SQL: the leader node, compute nodes and slices, RA3 managed storage and Serverless RPUs, columnar blocks and zon…
Read article →AWS Route 53, in depth: hosted zones, alias records, routing policies, health checks and failover that works
Amazon Route 53 explained from first principles: delegation and hosted zones, alias versus CNAME, the eight routing policies, how health checkers deci…
Read article →S3 architecture
Deep-dive on Amazon S3: buckets, storage classes, strong consistency, versioning, lifecycle, replication, encryption, access, analytics.
Read article →AWS Secrets Manager Rotation
Deep-dive on AWS Secrets Manager rotation: automated credential updates for RDS, DocumentDB, Redshift, Aurora, built-in and custom Lambda rotation, ro…
Read article →AWS Security Hub, in depth: Security Hub CSPM, OCSF findings, exposures and automated triage
AWS Security Hub after the December 2025 split: how Security Hub CSPM posture checks and the new OCSF-based Security Hub fit together, multi-account a…
Read article →AWS Serverless Architecture in Depth: request paths, event paths, retries, concurrency and cost
AWS serverless architecture in depth: API Gateway, Lambda, DynamoDB, EventBridge, SQS and Step Functions wired together, retry semantics, idempotency,…
Read article →AWS Shield, in depth: Standard vs Advanced, how DDoS detection and mitigation work at the edge, WAF Anti-DDoS rules, health-based detection, the SRT and an operational runbook
A practical guide to AWS Shield: what Shield Standard does for free, what Shield Advanced adds and costs, which resources it protects, a DDoS-resilien…
Read article →AWS Snow Family, in depth: where Snowball Edge stands in 2026, the shipping-versus-network arithmetic, running an import job well and planning the exit
An operator's guide to AWS Snow Family in 2026: Snowball Edge is closed to new customers, which models remain, how to decide between shipping and…
Read article →AWS SNS, in depth: topics, fan-out, filter policies, delivery retries, FIFO topics and the failure modes that lose messages
How Amazon SNS works and how to run it: the publish path and size limits, subscriptions and protocols, filter policies on attributes or message body, …
Read article →Amazon SQS architecture
Deep-dive on SQS: replicated queue storage and long polling, the visibility-timeout lease model, at-least-once delivery and idempotent consumers, FIFO…
Read article →AWS Step Functions
Deep-dive on AWS Step Functions: ASL state machines, Task/Choice/Parallel/Map states, direct service integrations, declarative error handling (retry/c…
Read article →AWS Storage Gateway, in depth: file, volume and tape gateways, cache and upload mechanics, sizing and failure modes
How AWS Storage Gateway bridges on-premises NFS, SMB, iSCSI and tape workloads to AWS storage: the gateway types and what each writes to S3, the cache…
Read article →AWS Trainium, in depth: NeuronCore engines, stochastic rounding, topology and sizing a training job
How AWS Trainium works for training: NeuronCore-v3 engines and SRAM, Trainium1/2/3 compared, stochastic rounding with a simulation, logical NeuronCore…
Read article →AWS Transit Gateway architecture
Deep-dive on AWS Transit Gateway: VPC/VPN/Direct Connect/peering attachments, the association and propagation model, route-table segmentation, applian…
Read article →AWS VPC
The AWS VPC object model in concrete terms: CIDR sizing and the five reserved addresses per subnet, route tables and the local route, IGW vs NAT gatew…
Read article →AWS X-Ray, in depth
AWS X-Ray in depth for 2026: segments, trace IDs and annotations, why the SDKs and daemon are in maintenance mode and how OpenTelemetry, ADOT and the …
Read article →AWS CloudFormation, in depth
How the CloudFormation engine works: templates and logical IDs, the dependency graph, update behaviours and replacement, change sets with automated gu…
Read article →Amazon CloudWatch, in depth: metrics, alarms that page for the right reasons, logs, Logs Insights and the cost model behind them
Amazon CloudWatch from first principles: the metric data model, statistics, periods and retention, publishing with PutMetricData and the Embedded Metr…
Read article →CloudWatch Synthetics, in depth: how canaries run, writing Playwright canaries, scheduling, alarms, VPC access, cost and failure modes
A practical guide to Amazon CloudWatch Synthetics: the Lambda-based canary architecture, runtime versions and blueprints, a multi-step Playwright cana…
Read article →AWS Direct Connect, in depth: ports, virtual interfaces, Direct Connect gateways, BGP policy, resilience and failure modes
A practitioner's guide to AWS Direct Connect: dedicated versus hosted connections, private, public and transit virtual interfaces, Direct Connect…
Read article →Amazon DocumentDB, in depth: shared-storage architecture, MongoDB compatibility, connecting correctly, indexing, change streams and operations
How Amazon DocumentDB (with MongoDB compatibility) works and how to run it: compute and shared storage, endpoints and failover, instance-based versus …
Read article →DynamoDB (AWS), in depth: request routers, Paxos replication groups, admission control, capacity math and diagnosing throttling
How Amazon DynamoDB serves a request: request routers, the metadata service, replication groups with a Multi-Paxos leader, write-ahead logs and log re…
Read article →EBS Volume Types
A deep dive on the Amazon EBS volume-type family and how to choose between them: the two media families (SSD-backed gp3/gp2/io1/io2 for IOPS versus HD…
Read article →ECS vs EKS, in depth: the concept map, networking, identity, upgrade burden and real cost, with a decision procedure and a migration path
A first-principles comparison of Amazon ECS and Amazon EKS: what differs (the control plane API and operating model) and what does not (the compute), …
Read article →EFS Intelligent-Tiering + Lifecycle, in depth
How EFS lifecycle management and Intelligent-Tiering work: the access timer, the three policies, Standard, IA and Archive, the 128 KiB minimum, throug…
Read article →ElastiCache, in depth: Valkey, Redis OSS and Memcached on AWS, serverless versus node-based, cluster mode, memory, failover and caching patterns
A practical guide to Amazon ElastiCache: choosing between Valkey, Redis OSS and Memcached, serverless versus node-based clusters, cluster mode and has…
Read article →ELB Family, in depth: ALB, NLB and GWLB internals, timeouts, cross-zone behaviour, draining and choosing between them
How AWS Application, Network and Gateway Load Balancers work: layers, listeners and target groups, ALB routing algorithms and fail-open, NLB flows, id…
Read article →FSx for Lustre, in depth: servers and targets, deployment types, striping, S3 data repositories and feeding GPU training
How Amazon FSx for Lustre works and how to run it: metadata and object storage servers, scratch and persistent deployment types, storage classes, how …
Read article →AWS Global Accelerator, in depth: anycast static IPs, edge TCP termination, health-based failover, traffic dials and weights
How AWS Global Accelerator works and how to run it: two anycast static IPs, TCP termination at the edge and the AWS backbone, standard versus custom r…
Read article →Amazon Keyspaces, in depth: serverless CQL, connection math, capacity units, storage partitions and what differs from Apache Cassandra
How Amazon Keyspaces runs CQL without nodes: endpoints and the nine-peer connection model, SigV4 authentication with the Python driver, read and write…
Read article →Lambda Cold Starts, in depth: measuring Init Duration, profiling your initialization code, and choosing between code fixes, SnapStart and provisioned concurrency
A hands-on guide to AWS Lambda cold starts from the function owner's side: what Init Duration measures, CloudWatch Logs Insights queries for cold…
Read article →NAT Gateway vs NAT Instance, in depth: capacity, availability, cost, building a NAT instance and choosing between them
A practical comparison of AWS NAT gateways and NAT instances: how each translates traffic, published NAT gateway limits, the regional availability mod…
Read article →Amazon Neptune, in depth: cluster architecture, Gremlin and openCypher, IAM access, bulk loading, serverless and failure modes
How Amazon Neptune works and how to run it: one primary and up to 15 replicas on a shared six-copy cluster volume, endpoints, property graph versus RD…
Read article →AWS Neuron SDK, in depth: the compiler, runtime and tools, the 2026 move from XLA to native PyTorch, compile caches, NKI and version pinning
How the AWS Neuron SDK turns PyTorch and JAX programs into NEFF executables for Trainium and Inferentia: the layer map, the end of XLA-based training …
Read article →AWS Nitro Enclaves, in depth: isolated compute inside EC2, attestation documents, KMS policies bound to measurements, and running them in production
How AWS Nitro Enclaves work and how to use them: the isolation model and what it does not protect, building an enclave image and its PCR measurements,…
Read article →Amazon QuickSight
QuickSight is AWS's serverless BI platform: SPICE in-memory cache, QuickSight Q for natural-language queries, Reader/Author pricing tiers, and em…
Read article →S3 Batch Operations, in depth: manifests, job lifecycle, the Lambda contract and failure handling
How S3 Batch Operations runs one operation across millions of objects: choosing a manifest, the job lifecycle and confirmation, the Lambda invocation …
Read article →S3 Encryption
A deep dive on Amazon S3 encryption at rest: what at-rest encryption does and does not protect, the four options arranged by key custody (SSE-S3, SSE-…
Read article →S3 Object Lock, in depth: governance vs compliance, legal holds, variable retention, delete markers and ransomware-resistant backups
How Amazon S3 Object Lock provides write-once-read-many storage: version-level retention, governance and compliance modes, legal holds, variable reten…
Read article →S3 Cross-Region + Cross-Account Replication, in depth: rules, roles, KMS, deletes, Batch Replication and RTC
How Amazon S3 live replication works and how to run it across Regions and accounts: versioning, rule anatomy, the replication role, destination bucket…
Read article →S3 Select, in depth: SelectObjectContent, the SQL subset, scan ranges, event streams and migrating off it
A working guide to Amazon S3 Select: its closed-to-new-customers status, how SelectObjectContent filters one object server-side, input and output form…
Read article →Amazon SageMaker, in depth: the training container contract, input modes, spot with checkpoints, the four inference options and safe deployment
How Amazon SageMaker AI actually runs your ML code: the /opt/ml container contract, CreateTrainingJob with boto3, File, FastFile and Pipe input, manag…
Read article →SageMaker Endpoints, in depth: the container lifecycle, request routing, sizing and concurrency scaling, inference components and client error handling
How SageMaker real-time endpoints work and how to run them: models, configurations and variants, the request path and routing strategies, the containe…
Read article →Secrets Manager vs SSM Parameter Store, in depth: storage, cost, throughput, cross-account access and how to split values between them
A practical comparison of AWS Secrets Manager and Systems Manager Parameter Store: value sizes, tiers, prices and throughput limits, SecureString and …
Read article →Amazon Timestream, in depth: LiveAnalytics internals, late data and query cost, and the move to Timestream for InfluxDB
Amazon Timestream as it exists now: LiveAnalytics (closed to new customers since June 2025) with its memory and magnetic stores, multi-measure writes,…
Read article →