# AWS Lambda

Serverless compute service for running code at scale without infrastructure management, including event-driven applications.

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## Build a serverless PII redaction pipeline with Amazon Bedrock Data Automation

DevFeed: [Build a serverless PII redaction pipeline with Amazon Bedrock Data Automation](<https://devfeed.tech/articles/build-a-serverless-pii-redaction-pipeline-with-amazon-bedrock-data-automation-31519.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/build-a-serverless-pii-redaction-pipeline-with-amazon-bedrock-data-automation/>)

Author: Samantha Stuart

Published: 2026-09-16T15:17:37Z

Content type: tutorial

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [pii](<https://devfeed.tech/topics/pii.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [AWS Step Functions](<https://devfeed.tech/topics/aws-step-functions.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Ansible](<https://devfeed.tech/topics/ansible.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-bedrock-data-automation](<https://devfeed.tech/tags/amazon-bedrock-data-automation.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [aws-step-functions](<https://devfeed.tech/tags/aws-step-functions.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [pii-redaction](<https://devfeed.tech/tags/pii-redaction.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [precision](<https://devfeed.tech/tags/precision.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This tutorial presents a serverless AWS pipeline for detecting and redacting personally identifiable information in scanned documents and images. It uses Amazon Bedrock Data Automation with a custom blueprint, AWS Step Functions, and AWS Lambda, with a token-matching quality check to improve recall on degraded and handwritten documents.

### Source excerpt

Learn how to automate end-to-end PII detection and redaction from scanned documents at scale using Amazon Bedrock Data Automation with a custom blueprint, AWS Step Functions, and AWS Lambda. A custom blueprint redacts sensitive fields with field-level precision, and a token matching quality check raises recall across degraded and handwritten documents.

## Run DuckDB analytics on your Amazon DynamoDB data with zero-ETL

DevFeed: [Run DuckDB analytics on your Amazon DynamoDB data with zero-ETL](<https://devfeed.tech/articles/run-duckdb-analytics-on-your-amazon-dynamodb-data-with-zero-etl-4709.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/run-duckdb-analytics-on-your-amazon-dynamodb-data-with-zero-etl/>)

Author: Lee Hannigan

Published: 2026-09-11T14:53:57Z

Content type: tutorial

Language: en

Sources: [AWS Database Blog](<https://devfeed.tech/sources/aws-database-blog.md>)

Topics: [Databases](<https://devfeed.tech/topics/databases.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [Apache Iceberg](<https://devfeed.tech/topics/apache-iceberg.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [Latency](<https://devfeed.tech/topics/latency.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-dynamodb](<https://devfeed.tech/tags/amazon-dynamodb.md>), [amazon-s3-tables](<https://devfeed.tech/tags/amazon-s3-tables.md>), [analytics](<https://devfeed.tech/tags/analytics.md>), [apache-iceberg](<https://devfeed.tech/tags/apache-iceberg.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [duckdb](<https://devfeed.tech/tags/duckdb.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [iam](<https://devfeed.tech/tags/iam.md>), [integration](<https://devfeed.tech/tags/integration.md>), [sql](<https://devfeed.tech/tags/sql.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This tutorial explains how to run ad hoc SQL analytics on Amazon DynamoDB data with DuckDB through a zero-ETL replication flow.

### Source excerpt

Run ad hoc SQL analytics on your Amazon DynamoDB data with DuckDB. A zero-ETL integration replicates your table into Apache Iceberg tables on Amazon S3 Tables, and an AWS Lambda function running DuckDB serves SQL queries through an IAM-authorized function URL.

## How AWS Lambda logs every flow across thousands of microVMs per host with eBPF and Rust

DevFeed: [How AWS Lambda logs every flow across thousands of microVMs per host with eBPF and Rust](<https://devfeed.tech/articles/how-aws-lambda-logs-every-flow-across-thousands-of-microvms-per-host-with-ebpf-and-rust-8470.md>)

Original publisher: [Read original article](<https://thenewstack.io/aws-lambda-ebpf-rust/>)

Author: Prashant Kumar Singh

Published: 2026-09-11T12:00:00Z

Content type: article

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [SIEM, Security, Observability](<https://devfeed.tech/topics/siem-security-observability.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [VPC](<https://devfeed.tech/topics/vpc.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [aws-marketplace](<https://devfeed.tech/tags/aws-marketplace.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [ebpf](<https://devfeed.tech/tags/ebpf.md>), [firecracker](<https://devfeed.tech/tags/firecracker.md>), [incident](<https://devfeed.tech/tags/incident.md>), [incident-response](<https://devfeed.tech/tags/incident-response.md>), [logs](<https://devfeed.tech/tags/logs.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [observability](<https://devfeed.tech/tags/observability.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [rust](<https://devfeed.tech/tags/rust.md>), [s3](<https://devfeed.tech/tags/s3.md>), [scale](<https://devfeed.tech/tags/scale.md>), [security](<https://devfeed.tech/tags/security.md>), [server](<https://devfeed.tech/tags/server.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [sponsor-aws-marketplace](<https://devfeed.tech/tags/sponsor-aws-marketplace.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [vpc](<https://devfeed.tech/tags/vpc.md>)

### AI overview

AWS Lambda describes replacing an aging network-capture system with an eBPF and Rust pipeline that records network flows across short-lived, tenant-isolated microVMs. The system prioritizes complete, correctly attributed records with minimal overhead for security investigation, metering, audit, observability, and monitoring.

### Source excerpt

On any compute platform, when a security alert fires, the question is always the same. Which workload talked to that The post How AWS Lambda logs every flow across thousands of microVMs per host with eBPF and Rust appeared first on The New Stack.

## Automate user-level custom permissions for Amazon Quick

DevFeed: [Automate user-level custom permissions for Amazon Quick](<https://devfeed.tech/articles/automate-user-level-custom-permissions-for-amazon-quick-4727.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/automate-user-level-custom-permissions-for-amazon-quick/>)

Author: Ashok Dasineni

Published: 2026-09-09T15:45:24Z

Content type: tutorial

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [Authorization](<https://devfeed.tech/topics/authorization.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [IAM Identity Center](<https://devfeed.tech/topics/iam-identity-center.md>), [Script](<https://devfeed.tech/topics/script.md>)

Tags: [amazon-eventbridge](<https://devfeed.tech/tags/amazon-eventbridge.md>), [amazon-quick-suite](<https://devfeed.tech/tags/amazon-quick-suite.md>), [api](<https://devfeed.tech/tags/api.md>), [automation](<https://devfeed.tech/tags/automation.md>), [aws-iam-identity-center](<https://devfeed.tech/tags/aws-iam-identity-center.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [batch](<https://devfeed.tech/tags/batch.md>), [cli](<https://devfeed.tech/tags/cli.md>), [intermediate-200](<https://devfeed.tech/tags/intermediate-200.md>), [python](<https://devfeed.tech/tags/python.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This tutorial presents four ways to automate user-level custom permissions in Amazon Quick: setting permissions during user registration, applying account or role defaults, using EventBridge and Lambda for group-based logic, and running retroactive batch updates.

### Source excerpt

Amazon Quick custom permissions let you enforce least-privilege access by toggling features per user. This post walks through four patterns to automate custom permissions across the user lifecycle: a RegisterUser API parameter, account and role defaults, event-driven Amazon EventBridge and AWS Lambda automation, and a retroactive batch update script.

## From dedicated Workers to Serverless Workers: Migrating Temporal Workflows to AWS Lambda

DevFeed: [From dedicated Workers to Serverless Workers: Migrating Temporal Workflows to AWS Lambda](<https://devfeed.tech/articles/from-dedicated-workers-to-serverless-workers-migrating-temporal-workflows-to-aws-lambda-35918.md>)

Original publisher: [Read original article](<https://temporal.io/blog/migrating-temporal-workflows-to-aws-lambda>)

Author: Garima Gupta

Published: 2026-09-09T00:00:00Z

Content type: tutorial

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [go](<https://devfeed.tech/tags/go.md>), [java](<https://devfeed.tech/tags/java.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [net](<https://devfeed.tech/tags/net.md>), [python](<https://devfeed.tech/tags/python.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [temporal](<https://devfeed.tech/tags/temporal.md>), [temporal-voices](<https://devfeed.tech/tags/temporal-voices.md>), [testing](<https://devfeed.tech/tags/testing.md>), [typescript](<https://devfeed.tech/tags/typescript.md>), [versioning](<https://devfeed.tech/tags/versioning.md>)

### AI overview

This guide explains how to migrate Temporal Workers from long-lived processes on Kubernetes to Temporal Cloud Serverless Workers running on AWS Lambda. It focuses on AWS Lambda with Python examples and covers lifecycle changes, invocation scaling, deployment, versioning, and testing.

### Source excerpt

Learn to migrate Temporal Workers from dedicated infrastructure to AWS Lambda with Serverless Workers, with guidance on deployment, versioning, and testing.

## Hybrid cloud orchestration: Modernizing on-premises infrastructure management with AWS

DevFeed: [Hybrid cloud orchestration: Modernizing on-premises infrastructure management with AWS](<https://devfeed.tech/articles/hybrid-cloud-orchestration-modernizing-on-premises-infrastructure-management-with-aws-4646.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/architecture/hybrid-cloud-orchestration-modernizing-on-premises-infrastructure-management-with-aws/>)

Author: Sandeep Singh

Published: 2026-09-01T14:01:10Z

Content type: tutorial

Language: en

Sources: [AWS Architecture Blog](<https://devfeed.tech/sources/aws-architecture-blog.md>)

Topics: [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Amazon EKS](<https://devfeed.tech/topics/amazon-eks.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Server](<https://devfeed.tech/topics/server.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>)

Tags: [amazon-dynamodb](<https://devfeed.tech/tags/amazon-dynamodb.md>), [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [aws-step-functions](<https://devfeed.tech/tags/aws-step-functions.md>), [data-centers](<https://devfeed.tech/tags/data-centers.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [observability](<https://devfeed.tech/tags/observability.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [server](<https://devfeed.tech/tags/server.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [thought-leadership](<https://devfeed.tech/tags/thought-leadership.md>)

### AI overview

Tutorial on designing an AWS-based hybrid cloud orchestration system for centralized lifecycle management of distributed on-premises servers and EKS Anywhere clusters.

### Source excerpt

Learn how to build a hybrid cloud orchestration solution that manages distributed on-premises infrastructure at scale using AWS serverless technologies and Amazon EKS Anywhere. Part 1 covers the core event-driven architecture patterns for automating server lifecycle and cluster management across hundreds of sites.

## Durable Digest: August highlights

DevFeed: [Durable Digest: August highlights](<https://devfeed.tech/articles/durable-digest-august-highlights-35785.md>)

Original publisher: [Read original article](<https://temporal.io/blog/durable-digest-august-2026>)

Author: Temporal Technologies

Published: 2026-08-27T00:00:00Z

Content type: release

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [Cloud](<https://devfeed.tech/topics/cloud.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Workers](<https://devfeed.tech/topics/workers.md>), [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [distributed](<https://devfeed.tech/tags/distributed.md>), [durability](<https://devfeed.tech/tags/durability.md>), [genai](<https://devfeed.tech/tags/genai.md>), [google](<https://devfeed.tech/tags/google.md>), [iam](<https://devfeed.tech/tags/iam.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [workers](<https://devfeed.tech/tags/workers.md>)

### AI overview

Temporal's August 2026 Durable Digest highlights new and preview features for running Workers on AWS Lambda, organizing Temporal Cloud resources, invoking Nexus Operations, and building durable AI applications.

### Source excerpt

Highlights this month include new ways to run Workers without managing infrastructure, organize Temporal Cloud resources and build more durable AI applications.

## How Temporal Adds Durability to AWS Agentic AI Workloads

DevFeed: [How Temporal Adds Durability to AWS Agentic AI Workloads](<https://devfeed.tech/articles/better-together-the-durability-layer-for-your-aws-agentic-stack-36061.md>)

Original publisher: [Read original article](<https://temporal.io/blog/the-durability-layer-for-your-aws-agentic-stack>)

Author: Rahman Syed

Published: 2026-08-20T00:00:00Z

Content type: article

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Agent Framework](<https://devfeed.tech/topics/agent-framework.md>), [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Strands Agents](<https://devfeed.tech/topics/strands-agents.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>)

Tags: [agent-framework](<https://devfeed.tech/tags/agent-framework.md>), [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [iam](<https://devfeed.tech/tags/iam.md>), [temporal-voices](<https://devfeed.tech/tags/temporal-voices.md>)

### AI overview

This developer article explains how Temporal adds a durability layer to AWS-based agentic AI systems. It presents a loan-underwriting example and describes using Amazon Bedrock, Strands Agents, and AWS Lambda to build recoverable, scalable workloads.

### Source excerpt

AWS gives developers the best-in-class tools for building agentic AI -- models, an agent framework, and compute to run it all on. As those systems grow more complex with more tools, more agents, and longer-running steps that wait on human-intervention, keeping the whole thing consistent and recoverable becomes its own design challenge. This is the layer Temporal adds.

## Introducing public preview runtimes on AWS Lambda, starting with Node.js 26 and Python 3.15

DevFeed: [Introducing public preview runtimes on AWS Lambda, starting with Node.js 26 and Python 3.15](<https://devfeed.tech/articles/introducing-public-preview-runtimes-on-aws-lambda-starting-with-node-js-26-and-python-3-15-4666.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/introducing-public-preview-runtimes-on-aws-lambda-starting-with-node-js-26-and-python-3-15/>)

Author: Jonathan Tuliani

Published: 2026-08-15T14:09:35Z

Content type: news

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Node.js](<https://devfeed.tech/topics/node-js.md>), [Python](<https://devfeed.tech/topics/python.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>)

Tags: [announcements](<https://devfeed.tech/tags/announcements.md>), [availability](<https://devfeed.tech/tags/availability.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [benchmarking](<https://devfeed.tech/tags/benchmarking.md>), [china](<https://devfeed.tech/tags/china.md>), [foundational-100](<https://devfeed.tech/tags/foundational-100.md>), [govcloud](<https://devfeed.tech/tags/govcloud.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [node-js](<https://devfeed.tech/tags/node-js.md>), [python](<https://devfeed.tech/tags/python.md>), [release](<https://devfeed.tech/tags/release.md>)

### AI overview

AWS Lambda introduces public preview runtimes for Node.js 26 and Python 3.15, allowing developers to test upcoming language versions before general availability and provide feedback while breaking changes remain possible.

### Source excerpt

AWS Lambda introduces public preview runtimes, a new way to try upcoming language versions before GA. Start using Node.js 26 and Python 3.15 today, provide feedback, and help shape runtime quality before general availability.

## Implementing dynamic feature flags with AWS AppConfig on AWS Lambda

DevFeed: [Implementing dynamic feature flags with AWS AppConfig on AWS Lambda](<https://devfeed.tech/articles/implementing-dynamic-feature-flags-with-aws-appconfig-on-aws-lambda-4664.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/implementing-dynamic-feature-flags-with-aws-appconfig-on-aws-lambda/>)

Author: Daniel Abib

Published: 2026-08-14T16:25:51Z

Content type: tutorial

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [experiments](<https://devfeed.tech/topics/experiments.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Latency](<https://devfeed.tech/topics/latency.md>)

Tags: [a-b-testing](<https://devfeed.tech/tags/a-b-testing.md>), [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [feature](<https://devfeed.tech/tags/feature.md>), [feature-flags](<https://devfeed.tech/tags/feature-flags.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [latency](<https://devfeed.tech/tags/latency.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

A tutorial on implementing dynamic feature flags with AWS AppConfig on AWS Lambda. It explains how feature flags support safe deployments, experiments, gradual rollouts, and changes without redeploying functions, using the AWS AppConfig Lambda extension to cache configuration locally and reduce latency.

### Source excerpt

Feature toggles allow you to change application behavior in real time without deploying new code. Learn how to implement dynamic feature flags with AWS AppConfig on AWS Lambda for safe deployments, gradual rollouts, and instant rollback.

## Observability best practices for Lambda durable functions

DevFeed: [Observability best practices for Lambda durable functions](<https://devfeed.tech/articles/observability-best-practices-for-lambda-durable-functions-4670.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/observability-best-practices-for-lambda-durable-functions-2/>)

Author: D Surya Sai

Published: 2026-08-14T12:49:49Z

Content type: tutorial

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [observability](<https://devfeed.tech/topics/observability.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [log management](<https://devfeed.tech/topics/log-management.md>), [tracing](<https://devfeed.tech/topics/tracing.md>), [Instrumentation](<https://devfeed.tech/topics/instrumentation.md>), [debugging](<https://devfeed.tech/topics/debugging.md>), [Amazon API Gateway](<https://devfeed.tech/topics/amazon-api-gateway.md>), [stripe](<https://devfeed.tech/topics/stripe.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-api-gateway](<https://devfeed.tech/tags/amazon-api-gateway.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [instrumentation](<https://devfeed.tech/tags/instrumentation.md>), [logging](<https://devfeed.tech/tags/logging.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [observability](<https://devfeed.tech/tags/observability.md>), [payment](<https://devfeed.tech/tags/payment.md>), [payment-processing](<https://devfeed.tech/tags/payment-processing.md>), [payments](<https://devfeed.tech/tags/payments.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>), [tracing](<https://devfeed.tech/tags/tracing.md>)

### AI overview

This tutorial presents an observability pattern for AWS Lambda durable functions using a Stripe payment-processing workflow. It covers durable-function metrics, custom business metrics, alarms, structured logging, AWS X-Ray tracing, instrumentation across suspension boundaries, and end-to-end debugging of callback timeouts.

### Source excerpt

Learn observability best practices for AWS Lambda durable functions, including CloudWatch metrics, custom alarms, structured logging, and X-Ray tracing for debugging callback timeouts end-to-end.

## Serverless vehicle tracking at scale: Bosch L.OS on AWS

DevFeed: [Serverless vehicle tracking at scale: Bosch L.OS on AWS](<https://devfeed.tech/articles/serverless-vehicle-tracking-at-scale-bosch-l-os-on-aws-4650.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/architecture/serverless-vehicle-tracking-at-scale-bosch-l-os-on-aws/>)

Author: Yogish Kutkunje Pai

Published: 2026-08-14T10:02:13Z

Content type: article

Language: en

Sources: [AWS Architecture Blog](<https://devfeed.tech/sources/aws-architecture-blog.md>)

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [Amazon Elastic Container Service](<https://devfeed.tech/topics/amazon-elastic-container-service.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>), [data](<https://devfeed.tech/topics/data.md>), [Networks](<https://devfeed.tech/topics/networks.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>)

Tags: [amazon-elastic-container-service](<https://devfeed.tech/tags/amazon-elastic-container-service.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [aws](<https://devfeed.tech/tags/aws.md>), [complexity](<https://devfeed.tech/tags/complexity.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [cost](<https://devfeed.tech/tags/cost.md>), [customer-solutions](<https://devfeed.tech/tags/customer-solutions.md>), [data](<https://devfeed.tech/tags/data.md>), [india](<https://devfeed.tech/tags/india.md>), [integration](<https://devfeed.tech/tags/integration.md>), [intermediate-200](<https://devfeed.tech/tags/intermediate-200.md>), [networks](<https://devfeed.tech/tags/networks.md>), [operations](<https://devfeed.tech/tags/operations.md>), [performance](<https://devfeed.tech/tags/performance.md>), [platform](<https://devfeed.tech/tags/platform.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [scale](<https://devfeed.tech/tags/scale.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [supply-chain](<https://devfeed.tech/tags/supply-chain.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

Bosch Mobility Platform Solutions built L.OS, a serverless platform on AWS that unifies fragmented vehicle-tracking data across India's spot logistics market. The article describes how the platform standardizes data from multiple providers and supports scalable, real-time visibility through workflows for discovery, tracking, and termination.

### Source excerpt

Learn how Bosch Mobility Platform Solutions built L.OS, a serverless vehicle tracking platform on AWS that unifies India's fragmented spot logistics market into a single real-time visibility layer using Amazon ECS, AWS Lambda, and Amazon MSK.

## Burst to Region: Overflow AWS Outposts workloads to Amazon EC2

DevFeed: [Burst to Region: Overflow AWS Outposts workloads to Amazon EC2](<https://devfeed.tech/articles/burst-to-region-overflow-aws-outposts-workloads-to-amazon-ec2-4659.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/burst-to-region-overflow-aws-outposts-workloads-to-amazon-ec2/>)

Author: Diya

Published: 2026-08-12T17:06:54Z

Content type: tutorial

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [Availability](<https://devfeed.tech/topics/availability.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-ec2](<https://devfeed.tech/tags/amazon-ec2.md>), [api](<https://devfeed.tech/tags/api.md>), [applications](<https://devfeed.tech/tags/applications.md>), [availability](<https://devfeed.tech/tags/availability.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [aws-outposts](<https://devfeed.tech/tags/aws-outposts.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [compute](<https://devfeed.tech/tags/compute.md>), [data-center](<https://devfeed.tech/tags/data-center.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [latency](<https://devfeed.tech/tags/latency.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This tutorial presents a Burst to Region pattern for AWS Outposts workloads. When an Outposts rack reaches its fixed compute capacity, the pattern launches Amazon EC2 instances in the parent AWS Region, shifts traffic gradually, and returns traffic to local instances when capacity recovers. It uses CloudWatch, SNS, Lambda, EC2 Auto Scaling, Elastic Load Balancing, and EventBridge, trading increased latency for continued availability during capacity events.

### Source excerpt

AWS Outposts brings AWS infrastructure into your data center with low latency and data locality. But an Outposts rack has fixed compute. Learn how to build a Burst to Region pattern that overflows workloads to Amazon EC2 in the parent Region when local capacity is exhausted.

## Deploy MCP Servers on AWS Lambda with Serverless Framework v4

DevFeed: [Deploy MCP Servers on AWS Lambda with Serverless Framework v4](<https://devfeed.tech/articles/deploy-mcp-servers-on-aws-lambda-with-serverless-framework-v4-14154.md>)

Original publisher: [Read original article](<https://www.serverless.com/blog/deploy-mcp-servers-on-aws-lambda-with-serverless-framework-v4>)

Author: Serverless Team

Published: 2026-08-11T00:00:00Z

Content type: tutorial

Language: en

Sources: [Serverless Blog](<https://devfeed.tech/sources/serverless-blog.md>)

Topics: [MCP](<https://devfeed.tech/topics/mcp.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [serverless framework](<https://devfeed.tech/topics/serverless-framework.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [cloud-computing](<https://devfeed.tech/tags/cloud-computing.md>), [faas](<https://devfeed.tech/tags/faas.md>), [function-as-a-service](<https://devfeed.tech/tags/function-as-a-service.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [news](<https://devfeed.tech/tags/news.md>), [pricing](<https://devfeed.tech/tags/pricing.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [serverless-architecture](<https://devfeed.tech/tags/serverless-architecture.md>), [serverless-framework](<https://devfeed.tech/tags/serverless-framework.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [yaml](<https://devfeed.tech/tags/yaml.md>)

### AI overview

A Serverless Framework v4.41.0 deployment workflow for MCP servers on AWS Lambda, using YAML and providing an HTTPS endpoint, response streaming, and pay-per-request pricing.

### Source excerpt

Serverless Framework v4.41.0 deploys MCP servers to AWS Lambda in a few lines of YAML - a real HTTPS endpoint, response streaming, and pay-per-request pricing.

## Low-latency, high-throughput SQS event processing with AWS Lambda provisioned mode

DevFeed: [Low-latency, high-throughput SQS event processing with AWS Lambda provisioned mode](<https://devfeed.tech/articles/low-latency-high-throughput-sqs-event-processing-with-aws-lambda-provisioned-mode-4668.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/low-latency-high-throughput-sqs-event-processing-with-aws-lambda-provisioned-mode/>)

Author: Ben Freiberg

Published: 2026-08-10T13:42:03Z

Content type: article

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [Amazon Simple Queue Service (SQS)](<https://devfeed.tech/topics/amazon-simple-queue-service-sqs.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [Low Latency](<https://devfeed.tech/topics/low-latency.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [Kafka](<https://devfeed.tech/topics/kafka.md>), [Internet of things](<https://devfeed.tech/topics/iot.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>)

Tags: [amazon-simple-queue-service-sqs](<https://devfeed.tech/tags/amazon-simple-queue-service-sqs.md>), [amazon-sqs](<https://devfeed.tech/tags/amazon-sqs.md>), [apache-kafka](<https://devfeed.tech/tags/apache-kafka.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [flash](<https://devfeed.tech/tags/flash.md>), [fraud](<https://devfeed.tech/tags/fraud.md>), [kafka](<https://devfeed.tech/tags/kafka.md>), [latency](<https://devfeed.tech/tags/latency.md>), [low-latency](<https://devfeed.tech/tags/low-latency.md>), [payment-processing](<https://devfeed.tech/tags/payment-processing.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [telemetry](<https://devfeed.tech/tags/telemetry.md>)

### AI overview

AWS explains how provisioned mode for Amazon SQS event source mappings with AWS Lambda provides explicit control over event pollers to support low-latency, high-throughput event processing. The article describes default and provisioned scaling, concurrency limits, throughput, and use cases including real-time payments, fraud detection, IoT telemetry, and flash-sale order fulfillment.

### Source excerpt

Customers building event-driven applications on AWS rely on Amazon Simple Queue Service (Amazon SQS) and AWS Lambda event source mappings (ESMs) to process millions of events every day. The fully managed polling infrastructure of ESMs eliminates the need to write and maintain custom code. You can focus on business logic while Lambda handles scaling, batching, [...]

## Instrument serverless apps with agentic onboarding

DevFeed: [Instrument serverless apps with agentic onboarding](<https://devfeed.tech/articles/instrument-serverless-apps-with-agentic-onboarding-2308.md>)

Original publisher: [Read original article](<https://www.datadoghq.com/blog/serverless-agentic-onboarding/>)

Author: Rohan Agarwal; Piyali Banerjee

Published: 2026-08-10T00:00:00Z

Content type: article

Language: en

Sources: [Datadog | The Monitor blog](<https://devfeed.tech/sources/datadog-the-monitor-blog.md>)

Topics: [Serverless](<https://devfeed.tech/topics/serverless.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [azure container apps](<https://devfeed.tech/topics/azure-container-apps.md>), [Cloud Run](<https://devfeed.tech/topics/cloud-run.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [cursor](<https://devfeed.tech/topics/cursor.md>), [Node.js](<https://devfeed.tech/topics/node-js.md>), [Terraform](<https://devfeed.tech/topics/terraform.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [azure](<https://devfeed.tech/tags/azure.md>), [azure-container-apps](<https://devfeed.tech/tags/azure-container-apps.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [cli](<https://devfeed.tech/tags/cli.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [google-cloud](<https://devfeed.tech/tags/google-cloud.md>), [google-cloud-run](<https://devfeed.tech/tags/google-cloud-run.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [node](<https://devfeed.tech/tags/node.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [serverless-monitoring](<https://devfeed.tech/tags/serverless-monitoring.md>), [terraform](<https://devfeed.tech/tags/terraform.md>)

### AI overview

Datadog's agentic onboarding helps instrument serverless applications across AWS Lambda, Google Cloud Run, and Azure Container Apps. Developers can use an AI assistant connected through the Datadog MCP Server or run the AI Setup CLI to inspect projects, adapt setup to existing deployment tools and runtimes, and prepare configuration changes for review.

### Source excerpt

Use Datadog agentic onboarding to instrument AWS Lambda, Google Cloud Run, and Azure Container Apps from an AI assistant or CLI.

## AWS Lambda MicroVM Sandboxes with the Serverless Framework

DevFeed: [AWS Lambda MicroVM Sandboxes with the Serverless Framework](<https://devfeed.tech/articles/easily-develop-aws-lambda-microvm-sandbox-architectures-14086.md>)

Original publisher: [Read original article](<https://www.serverless.com/blog/aws-lambda-microvms-sandboxes>)

Author: Serverless Team

Published: 2026-07-21T00:00:00Z

Content type: release

Language: en

Sources: [Serverless Blog](<https://devfeed.tech/sources/serverless-blog.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [serverless framework](<https://devfeed.tech/topics/serverless-framework.md>), [Firecracker](<https://devfeed.tech/topics/firecracker.md>), [Emulator](<https://devfeed.tech/topics/emulator.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [cloud-computing](<https://devfeed.tech/tags/cloud-computing.md>), [emulator](<https://devfeed.tech/tags/emulator.md>), [faas](<https://devfeed.tech/tags/faas.md>), [firecracker](<https://devfeed.tech/tags/firecracker.md>), [function-as-a-service](<https://devfeed.tech/tags/function-as-a-service.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [news](<https://devfeed.tech/tags/news.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [serverless-architecture](<https://devfeed.tech/tags/serverless-architecture.md>), [serverless-framework](<https://devfeed.tech/tags/serverless-framework.md>)

### AI overview

AWS Lambda MicroVMs run untrusted and agent-generated code in isolated Firecracker virtual machines. The Serverless Framework supports them as Sandboxes in serverless.yml, with deployment and a local MicroVM emulator for development and testing.

### Source excerpt

AWS Lambda MicroVMs are a new compute primitive for running untrusted and agent-generated code in fully isolated Firecracker virtual machines. The Serverless Framework brings them into serverless.yml as Sandboxes, with one-command deploys and a full local MicroVMs emulator so you can build and test before you ship.

## Serverless ICYMI Q2 2026

DevFeed: [Serverless ICYMI Q2 2026](<https://devfeed.tech/articles/serverless-icymi-q2-2026-4672.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/serverless-icymi-q2-2026/>)

Author: Julian Wood

Published: 2026-07-20T16:40:00Z

Content type: article

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [Serverless](<https://devfeed.tech/topics/serverless.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Firecracker](<https://devfeed.tech/topics/firecracker.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [Filesystems](<https://devfeed.tech/topics/filesystems.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [virtualization](<https://devfeed.tech/topics/virtualization.md>), [mount](<https://devfeed.tech/topics/mount.md>), [Latency](<https://devfeed.tech/topics/latency.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [amazon-eventbridge](<https://devfeed.tech/tags/amazon-eventbridge.md>), [amazon-s3](<https://devfeed.tech/tags/amazon-s3.md>), [amazon-simple-storage-service-s3](<https://devfeed.tech/tags/amazon-simple-storage-service-s3.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [aws-step-functions](<https://devfeed.tech/tags/aws-step-functions.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [firecracker](<https://devfeed.tech/tags/firecracker.md>), [latency](<https://devfeed.tech/tags/latency.md>), [linux](<https://devfeed.tech/tags/linux.md>), [mount](<https://devfeed.tech/tags/mount.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [virtualization](<https://devfeed.tech/tags/virtualization.md>)

### AI overview

A Q2 2026 recap of AWS serverless launches and resources, focusing on AWS Lambda MicroVMs and Amazon S3 Files integration with Lambda.

### Source excerpt

In this 33rd quarterly recap post, discover the most impactful AWS serverless launches, features, and resources from Q2 2026 that you might have missed. Stay current with the latest serverless innovations that can improve your applications. In case you missed our last ICYMI, read about what happened in Q1 2026. AWS Lambda MicroVMs AWS Lambda [...]

## Introducing self-managed Amazon S3 buckets for AWS Lambda function code

DevFeed: [Introducing self-managed Amazon S3 buckets for AWS Lambda function code](<https://devfeed.tech/articles/introducing-self-managed-amazon-s3-buckets-for-aws-lambda-function-code-4667.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/introducing-self-managed-amazon-s3-buckets-for-aws-lambda-function-code/>)

Author: Doug Perkes

Published: 2026-07-17T10:49:14Z

Content type: release

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Security](<https://devfeed.tech/topics/security.md>), [Replication](<https://devfeed.tech/topics/replication.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [AWS Organizations](<https://devfeed.tech/topics/aws-organizations.md>)

Tags: [amazon-s3](<https://devfeed.tech/tags/amazon-s3.md>), [amazon-simple-storage-service-s3](<https://devfeed.tech/tags/amazon-simple-storage-service-s3.md>), [audit-trail](<https://devfeed.tech/tags/audit-trail.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [aws-organizations](<https://devfeed.tech/tags/aws-organizations.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [disaster-recovery](<https://devfeed.tech/tags/disaster-recovery.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [replication](<https://devfeed.tech/tags/replication.md>), [security](<https://devfeed.tech/tags/security.md>), [uncategorized](<https://devfeed.tech/tags/uncategorized.md>)

### AI overview

AWS Lambda now supports self-managed Amazon S3 buckets for function deployment packages. Lambda reads code directly from the customer-controlled bucket, removing deployment-package copies from the Lambda code storage quota and giving teams control over encryption, access policies, compliance, lifecycle management, audit trails, and cross-Region replication.

### Source excerpt

If you manage Lambda functions at scale, you've likely hit the 75 GB code storage limit or explained to your security team why deployment artifacts live in an S3 bucket you don't control. Today, we're announcing self-managed Amazon S3 buckets for AWS Lambda deployment packages. Lambda reads your code directly from your bucket, eliminating quota [...]

## Eliminating Java cold starts with AWS Lambda Managed Instances

DevFeed: [Eliminating Java cold starts with AWS Lambda Managed Instances](<https://devfeed.tech/articles/eliminating-java-cold-starts-with-aws-lambda-managed-instances-4663.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/eliminating-java-cold-starts-with-aws-lambda-managed-instances/>)

Author: Jay Colodner

Published: 2026-07-13T20:23:19Z

Content type: article

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Spring Boot 4](<https://devfeed.tech/topics/spring-boot-4.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [benchmark](<https://devfeed.tech/tags/benchmark.md>), [benchmarking](<https://devfeed.tech/tags/benchmarking.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [comparison](<https://devfeed.tech/tags/comparison.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [java](<https://devfeed.tech/tags/java.md>), [jit](<https://devfeed.tech/tags/jit.md>), [latency](<https://devfeed.tech/tags/latency.md>), [on-call](<https://devfeed.tech/tags/on-call.md>), [performance](<https://devfeed.tech/tags/performance.md>), [spring-boot-4](<https://devfeed.tech/tags/spring-boot-4.md>), [uncategorized](<https://devfeed.tech/tags/uncategorized.md>)

### AI overview

This article benchmarks four Java deployment modes for AWS Lambda: Standard Lambda, SnapStart, GraalVM Native Image, and Lambda Managed Instances. Using identical Spring Boot applications across CPU-bound, I/O-plus-computation, and I/O-bound workloads, it reports that Managed Instances preserve JVM state and enable JIT optimization, improving median and tail latency while reducing cold-start spikes.

### Source excerpt

A single cold start can push your Java Lambda function's response time from milliseconds to seconds, enough to violate your p99 SLA, timeout a downstream service, and page your on-call. The Java Virtual Machine (JVM) performs best in long-running processes. Its Just-In-Time (JIT) compiler progressively optimizes code over thousands of invocations. Standard serverless execution environments [...]

## AWS Lambda MicroVMs Are Positioned Between Lambda and EC2

DevFeed: [AWS Lambda MicroVMs Are Positioned Between Lambda and EC2](<https://devfeed.tech/articles/aws-lambda-microvms-what-new-devilry-38704.md>)

Original publisher: [Read original article](<https://dataengineeringcentral.substack.com/p/aws-lambda-microvms-what-new-devilry>)

Author: Daniel Beach

Published: 2026-07-06T12:24:57Z

Content type: opinion

Language: en

Sources: [Data Engineering Central](<https://devfeed.tech/sources/data-engineering-central.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [ec2](<https://devfeed.tech/tags/ec2.md>), [lambda](<https://devfeed.tech/tags/lambda.md>)

### AI overview

The article offers commentary on AWS Lambda MicroVMs, describing them as a compute option between AWS Lambda and EC2 instances. It considers whether they address broader demand or a narrower niche, but the supplied text does not provide a definitive conclusion.

### Source excerpt

example with Polars and CSVs

## Temporal product releases and community highlights from May 2026

DevFeed: [Temporal product releases and community highlights from May 2026](<https://devfeed.tech/articles/durable-digest-may-highlights-35808.md>)

Original publisher: [Read original article](<https://temporal.io/blog/durable-digest-may-2026>)

Author: Temporal Technologies

Published: 2026-05-28T00:00:00Z

Content type: article

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [releases](<https://devfeed.tech/topics/releases.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>)

Tags: [announcements](<https://devfeed.tech/tags/announcements.md>), [builder](<https://devfeed.tech/tags/builder.md>), [community](<https://devfeed.tech/tags/community.md>), [launches](<https://devfeed.tech/tags/launches.md>), [product-updates](<https://devfeed.tech/tags/product-updates.md>)

### AI overview

Temporal's May digest covers product releases and previews, including serverless Workers on AWS Lambda, Task Queue Priority and Fairness, Standalone Activities, Capacity Modes, Worker Versioning, and the Temporal Worker Controller. It also highlights Replay '26 sessions, livestreams, community projects, and builder spotlights.

### Source excerpt

Major launches unveiled at Replay '26, speaker sessions now on demand, a new livestream series, product updates, community projects, and builder spotlights

## Announcing new Temporal capabilities from Replay 2026

DevFeed: [Announcing new Temporal capabilities from Replay 2026](<https://devfeed.tech/articles/announcing-new-temporal-capabilities-from-replay-2026-35950.md>)

Original publisher: [Read original article](<https://temporal.io/blog/replay-2026-product-announcements>)

Author: Meagan Speare

Published: 2026-05-06T00:00:00Z

Content type: release

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [Serverless](<https://devfeed.tech/topics/serverless.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [Development](<https://devfeed.tech/topics/development.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [go](<https://devfeed.tech/tags/go.md>), [java](<https://devfeed.tech/tags/java.md>), [jobs](<https://devfeed.tech/tags/jobs.md>), [love](<https://devfeed.tech/tags/love.md>), [net](<https://devfeed.tech/tags/net.md>), [python](<https://devfeed.tech/tags/python.md>), [serverless](<https://devfeed.tech/tags/serverless.md>)

### AI overview

Temporal announces new capabilities from Replay 2026, including serverless Workers on AWS Lambda, Standalone Activities, Workflow Streams, and External Storage with Amazon S3 support. The updates target durable applications, AI experiences, and reliable production workloads.

### Source excerpt

New Temporal capabilities from Replay 2026, including Serverless Workers, Standalone Activities, our Google ADK integration, and more.

## Introducing Temporal Serverless Workers: Deploy Temporal Workers to AWS Lambda

DevFeed: [Introducing Temporal Serverless Workers: Deploy Temporal Workers to AWS Lambda](<https://devfeed.tech/articles/introducing-temporal-serverless-workers-deploy-temporal-workers-to-aws-lambda-35892.md>)

Original publisher: [Read original article](<https://temporal.io/blog/introducing-temporal-serverless-workers-deploy-temporal-workers-to-aws-lambda>)

Author: Brandon Chavis

Published: 2026-05-06T00:00:00Z

Content type: release

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [deploy](<https://devfeed.tech/tags/deploy.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [lambda](<https://devfeed.tech/tags/lambda.md>), [product-news](<https://devfeed.tech/tags/product-news.md>), [serverless](<https://devfeed.tech/tags/serverless.md>)

### AI overview

Temporal announced that Serverless Workers for AWS Lambda has graduated from pre-release to Public Preview for Temporal Cloud. The feature supports Go, Python, Java, .NET, and TypeScript SDKs and provides automatic invocation, autoscaling, and scale-to-zero behavior.

### Source excerpt

Deploy Temporal Workers directly to AWS Lambda. Serverless Workers handle invocation, autoscaling, and scale-to-zero, so you can skip the infrastructure setup

[Next page](<https://devfeed.tech/topics/aws-lambda.md?cursor=WyIyMDI2LTA1LTA2VDAwOjAwOjAwKzAwOjAwIiwgIjUxZjliNGFlLTdmMzUtNGI4Ny04NmY2LTA5Y2FhZWY0N2NhOSJd>)