Accelerate serverless testing with LocalStack integration in VS Code IDE

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Today, we’re announcing LocalStack integration in the AWS Toolkit for Visual Studio Code that makes it easier than ever for developers to test and debug serverless applications locally. This enhancement builds upon our recent improvements to the AWS Lambda development experience, including the console to IDE integration and remote debugging capabilities we launched in July 2025, continuing our commitment to simplify serverless development on Amazon Web Services (AWS).

When building serverless applications, developers typically focus on three key areas to streamline their testing experience: unit testing, integration testing, and debugging resources running in the cloud. Although AWS Serverless Application Model Command Line Interface (AWS SAM CLI) provides excellent local unit testing capabilities for individual Lambda functions, developers working with event-driven architectures that involve multiple AWS services, such as Amazon Simple Queue Service (Amazon SQS), Amazon EventBridge, and Amazon DynamoDB, need a comprehensive solution for local integration testing. Although LocalStack provided local emulation of AWS services, developers had to previously manage it as a standalone tool, requiring complex configuration and frequent context switching between multiple interfaces, which slowed down the development cycle.

LocalStack integration in AWS Toolkit for VS Code
To address these challenges, we’re introducing LocalStack integration so developers can connect AWS Toolkit for VS Code directly to LocalStack endpoints. With this integration, developers can test and debug serverless applications without switching between tools or managing complex LocalStack setups. Developers can now emulate end-to-end event-driven workflows involving services such as Lambda, Amazon SQS, and EventBridge locally, without needing to manage multiple tools, perform complex endpoint configurations, or deal with service boundary issues that previously required connecting to cloud resources.

The key benefit of this integration is that AWS Toolkit for VS Code can now connect to custom endpoints such as LocalStack, something that wasn’t possible before. Previously, to point AWS Toolkit for VS Code to their LocalStack environment, developers had to perform manual configuration and context switching between tools.

Getting started with LocalStack in VS Code is straightforward. Developers can begin with the LocalStack Free version, which provides local emulation for core AWS services ideal for early-stage development and testing. Using the guided application walkthrough in VS Code, developers can install LocalStack directly from the toolkit interface, which automatically installs the LocalStack extension and guides them through the setup process. When it’s configured, developers can deploy serverless applications directly to the emulated environment and test their functions locally, all without leaving their IDE.

Let’s try it out
First, I’ll update my copy of the AWS Toolkit for VS Code to the latest version. Once, I’ve done this, I can see a new option when I go to Application Builder and click on Walkthrough of Application Builder. This allows me to install LocalStack with a single click.

Once I’ve completed the setup for LocalStack, I can start it up from the status bar and then I’ll be able to select LocalStack from the list of my configured AWS profiles. In this illustration, I am using Application Composer to build a simple serverless architecture using Amazon API Gateway, Lambda, and DynamoDB. Normally, I’d deploy this to AWS using AWS SAM. In this case, I’m going to use the same AWS SAM command to deploy my stack locally.

I just do `sam deploy –guided –profile localstack` from the command line and follow the usual prompts. Deploying to LocalStack using AWS SAM CLI provides the exact same experience I’m used to when deploying to AWS. In the screenshot below, I can see the standard output from AWS SAM, as well as my new LocalStack resources listed in the AWS Toolkit Explorer.

I can even go in to a Lambda function and edit the function code I’ve deployed locally!

Over on the LocalStack website, I can login and take a look at all the resources I have running locally. In the screenshot below, you can see the local DynamoDB table I just deployed.

Enhanced development workflow
These new capabilities complement our recently launched console-to-IDE integration and remote debugging features, creating a comprehensive development experience that addresses different testing needs throughout the development lifecycle. AWS SAM CLI provides excellent local testing for individual Lambda functions, handling unit testing scenarios effectively. For integration testing, the LocalStack integration enables testing of multiservice workflows locally without the complexity of AWS Identity and Access Management (IAM) permissions, Amazon Virtual Private Cloud (Amazon VPC) configurations, or service boundary issues that can slow down development velocity.

When developers need to test using AWS services in development environments, they can use our remote debugging capabilities, which provide full access to Amazon VPC resources and IAM roles. This tiered approach frees up developers to focus on business logic during early development phases using LocalStack, then seamlessly transition to cloud-based testing when they need to validate against AWS service behaviors and configurations. The integration eliminates the need to switch between multiple tools and environments, so developers can identify and fix issues faster while maintaining the flexibility to choose the right testing approach for their specific needs.

Now available
You can start using these new features through the AWS Toolkit for VS Code by updating to v3.74.0. The LocalStack integration is available in all commercial AWS Regions except AWS GovCloud (US) Regions. To learn more, visit the AWS Toolkit for VS Code and Lambda documentation.

For developers who need broader service coverage or advanced capabilities, LocalStack offers additional tiers with expanded features. There are no additional costs from AWS for using this integration.

These enhancements represent another significant step forward in our ongoing commitment to simplifying the serverless development experience. Over the past year, we’ve focused on making VS Code the tool of choice for serverless developers, and this LocalStack integration continues that journey by providing tools for developers to build and test serverless applications more efficiently than ever before.

From YARA Offsets to Virtual Addresses, (Fri, Sep 5th)

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YARA is an excellent tool that most of you probably already know and use daily. If you don't, search on isc.sans.edu, we have a bunch of diaries about it[1]. YARA is very powerful because you can search for arrays of bytes that represent executable code. In this case, you provide the hexadecimal representation of the binary machine code.

Exploit Attempts for Dassault DELMIA Apriso. CVE-2025-5086, (Wed, Sep 3rd)

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When I am thinking about the security of manufacturing environments, I am usually focusing on IoT devices integrated into production lines. All the little sensors and actuators are often very difficult to secure. On the other hand, there is also "big software" that is used to manage manufacturing. One example is DELMIA Apriso by Dassault Systèmes. This type of Manufacturing Operation Management (MOM) or Manufacturing Execution System (MES) ties everything together and promises to connect factory floors to ERP systems. 

Now Open — AWS Asia Pacific (New Zealand) Region

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Kia ora! Today, I’m pleased to share the general availability of the AWS Asia Pacific (New Zealand) Region with three Availability Zones and API name ap-southeast-6. With the new Region, customers can now run workloads and securely store data in New Zealand while serving end users with even lower latency.

The new AWS Asia Pacific (New Zealand) Region will help organizations run their applications and serve end users while maintaining data residency in New Zealand. The NZD $7.5 billion Amazon Web Services (AWS) investment to establish an AWS Region in New Zealand is expected to contribute NZD $10.8 billion to New Zealand’s gross domestic product (GDP) which is estimated to create 1,000 new jobs annually and will enable Kiwi organizations of all sizes to innovate and scale faster using the most secure and resilient infrastructure.

AWS in New Zealand
Since we opened our first office in New Zealand in 2013, we’ve been continuously expanding our infrastructure to better serve Kiwi customers:

Connectivity to the global AWS network – In 2016, AWS enhanced New Zealand’s connectivity to the AWS Global Infrastructure by establishing diverse, high-capacity subsea cable connections, improving network reliability and performance for customers.

Amazon CloudFront – In 2020, AWS expanded its infrastructure footprint in New Zealand by adding two Amazon CloudFront edge locations in Auckland.

AWS Local Zones – To further enhance its infrastructure offerings in New Zealand, AWS introduced an AWS Local Zone in Auckland in 2023 helping customers deliver applications that require single-digit millisecond latency.

AWS Direct Connect – In the same year, AWS also added a Direct Connect location in Auckland to help customers securely link their on-premises networks to AWS resulting in lower networking costs and improved application performance. With this Region launch, AWS is adding another Direct Connect location in Auckland.

Let’s take a look at how AWS customers are leveraging AWS capabilities for diverse needs.

Security and compliance
The New Zealand government has a cloud first policy to encourage cloud adoption across the public sector. AWS supports 143 security standards and compliance certifications, including Payment Card Industry Data Security Standard (PCI DSS), Health Insurance Portability and Accountability Act (HIPAA) and Health Information Technology for Economic and Clinical Health (HITECH), Federal Risk and Authorization Management Program (FedRAMP), General Data Protection Regulation (GDPR), Federal Information Processing Standard (FIPS) 140-3, and National Institute of Standards and Technology (NIST) 800-171, helping customers satisfy compliance requirements around the globe and providing a secure cloud infrastructure.

MATTR, a New Zealand-based organization providing infrastructure and digital trust services to businesses and governments, sees significant benefits from the new Region. To learn more about how MATTR and other organizations like Kiwibank and Deloitte plan to use the AWS New Zealand Region, visit this news article.

Accelerating AI innovation in New Zealand
AWS delivers the most comprehensive set of capabilities for generative AI at every layer of the stack, including a choice of cutting-edge large language models (LLMs) for implementing generative AI with Amazon Bedrock, and the most capable generative AI assistant to transform how work gets done with Amazon Q.

New Zealand customers are already benefiting from the generative AI capabilities offered by AWS.

Thematic is a New Zealand-based global leader in customer intelligence and feedback analysis. Thematic uses generative AI to turn customer feedback data from multiple channels into curated, accurate, and reliable customer intelligence.

“Using Amazon Bedrock is just so incredibly easy that it just makes sense. Whenever we design a solution, we do test more than 10 large language models (LLMs). Consistently the ones offered by AWS are winning those competitions,” said Nathan Holmberg, CTO and Co-Founder, Thematic.

To learn more on other customers like One NZ utilized generative AI, visit this article.

Building cloud skills together
Since signing a memorandum of understanding (MoU) with the New Zealand government in 2022, Amazon has trained more than 50,000 Kiwis toward our goal of 100,000. Amazon is committed to continuing to invest in cloud education through programs including AWS Academy, AWS Skills Builder, AWS Educate, and AWS re/Start. Organizations are using AWS to scale globally while investing in local talent development, supporting New Zealand’s growing demand for cloud expertise.

Xero, a global small business platform helps customers supercharge their business by bringing together the most important small business tools, including accounting, payroll and payments — on one platform. Leveraging AWS since 2016, Xero has scaled its platform globally, enhancing its features and enabling continual innovation.

“Amazon’s commitment to the New Zealand tech industry through their NZD $7.5B investment is promising. It’s a significant vote of confidence that will help connect New Zealand tech exporters with new global opportunities across the AWS ecosystem and the broader Amazon network,” says Bridget Snelling, Xero Country Manager, Aotearoa New Zealand.

Sustainable digital transformation
Through The Climate Pledge, Amazon is committed to reaching net-zero carbon across its business by 2040. AWS is committed to supporting New Zealand’s sustainability goals with efficient and responsible operations of its data centers in the country. The AWS Asia Pacific (New Zealand) Region is underpinned by renewable energy from day one through its agreement with Mercury New Zealand.

Energy companies are using AWS to modernize operations while advancing sustainability goals. Sharesies, a wealth development platform, is using AWS to modernize operations while advancing sustainability goals.

“Sharesies is very supportive of storing customer data in-country and being able to use renewable energy, “ says Sharesies Chief Technical Officer Richard Clark. “To do this in New Zealand on the AWS Cloud and have it fully powered by Mercury’s wind energy is a huge step forward. And very exciting!”

AWS partners in New Zealand
The AWS Partner Network (APN) in New Zealand includes a growing ecosystem of consulting and technology partners helping customers of all sizes design, architect, build, migrate, and manage their workloads on AWS. AWS Partners like Custom D, Grant Thornton Digital, MongoDB, and Parallo are actively supporting customers to deliver innovative solutions tailored to the unique needs of New Zealand organizations across various industries. With the new Region, these partners can now leverage the full capabilities of AWS cloud services locally.

AWS community in New Zealand
New Zealand is also home to one AWS Hero, 26 AWS Community Builders, 6 AWS User Groups and almost 9,000 community members across AWS User Groups in Auckland, Wellington, and Christchurch. If you’re interested in joining AWS User Groups New Zealand, visit their Meetup and social media pages.

Here’s what our AWS Hero Arshad Zackeriya, says about the new Region:

“The launch of the AWS Region in New Zealand is a game-changer for our country. It’s not just about a new set of data centers; it’s about unlocking the potential of New Zealand’s businesses and developer communities, allowing us to build a better, more connected Aotearoa for all.”

Available now
The AWS Asia Pacific (New Zealand) Region is the first infrastructure Region in New Zealand and sixteenth Region in Asia Pacific. With this launch, AWS now spans 120 Availability Zones within 38 geographic Regions around the world, with announced plans for 10 more Availability Zones and three more AWS Regions in the Kingdom of Saudi Arabia, Chile, and the European Sovereign Cloud.

The new Asia Pacific (New Zealand) Region is ready to support your business, and you can find a detailed list of the services available in this Region on the AWS Services by Region page. To learn more, visit the AWS Global Infrastructure page, and start building on ap-southeast-6!

Happy building!
Donnie

AWS Weekly Roundup: Amazon EC2, Amazon Q Developer, IPv6 updates, and more (September 1, 2025)

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My LinkedIn feed was absolutely packed this week with pictures from the AWS Heroes Summit event in Seattle. It was heartwarming to see so many familiar faces and new Heroes coming together.

AWS Heroes Summit 2025

For those not familiar with the AWS Heroes program, it’s a global community recognition initiative that honors individuals who make outstanding contributions to the AWS community. These Heroes share their deep AWS knowledge through content creation, speaking at events, organizing community gatherings, and contributing to open-source projects.

The AWS Heroes Summit brings these exceptional community leaders together, providing a unique platform for knowledge exchange, networking, and collaboration. As someone who regularly interacts with Heroes through our AWS initiatives, I always find these summits invaluable – they offer deep technical discussions, early access to AWS roadmaps, and opportunities to provide direct feedback to AWS service teams. The insights and connections made at these events often translate into better resources and guidance for the broader AWS community.

Last week’s launches

In addition to this inspiring community, here are some AWS launches that caught my attention:

  • AWS expands Internet Protocol v6 (IPv6) support to AWS App Runner, AWS Client VPN, and RDS Data API — Three more AWS services now support IPv6 connectivity, helping you meet compliance requirements and removes the need for handling address translation between IPv4 and IPv6. AWS App Runner now supports IPv6-based inbound and outbound traffic on both public and private App Runner service endpoints. AWS Client VPN announced support for remote access to IPv6 workloads, allowing you to establish secure VPN connections to your IPv6-enabled VPC resources. Finally, RDS Data API now supports IPv6, enabling dual-stack configuration (IPv4 and IPv6) connectivity for your Aurora databases.
  • We launched two new instance families this week: the new storage-optimized I8ge and the general-purpose M8i instances —Our I8ge instances, powered by AWS Graviton4 processors, deliver up to 60% better compute performance compared to their Graviton2-based predecessors. These instances feature third-generation AWS Nitro SSDs, providing up to 55% better real-time storage performance per TB and significantly lower I/O latency. With 120 TB of storage and sizes up to 48xlarge (including two metal options), they offer the highest storage density among AWS Graviton-based storage optimized instances. We also launched M8i and M8i-flex instances with custom Intel Xeon 6 processors. These instances deliver up to 15% better price-performance and 2.5x more memory bandwidth than their predecessors. M8i-flex instances are ideal for general-purpose workloads, available from large to 16xlarge. For demanding applications, you can choose from our SAP-certified M8i instances in 13 sizes, including 2 bare metal options and a new 96xlarge size.
  • Amazon EC2 Mac Dedicated hosts now support Host Recovery and Reboot-based host maintenance — you can enable two new capabilities for your EC2 Mac Dedicated Hosts: Host Recovery and Reboot-based Host Maintenance. Host Recovery automatically detects potential hardware issues on Mac Dedicated Hosts and seamlessly migrates Mac instances to a new replacement host, minimizing disruption to workloads. Reboot-based Host Maintenance automatically stops and restarts instances on replacement hosts when scheduled maintenance events occur, eliminating the need for manual intervention during planned maintenance windows.
  • Amazon Q Developer now supports MCP admin control — Administrators have now the ability to enable or disable the MCP functionality for all the Q Developer clients in their organization. When an administrator disables the functionality, users will not be allowed to add any MCP servers, nor will any previously defined servers be initialized.

Other AWS news

Here are some additional projects and blog posts that you might find interesting:

  • Mastering Amazon Q Developer with Rules — I read an interesting article about Amazon Q Developer’s rules feature this weekend that I want to share with you. What caught my attention is how it solves a pain point I often encounter when working with AI assistants – having to repeatedly explain my coding preferences and standards. With rules, you define your preferences once in Markdown files, and Amazon Q Developer automatically follows them for every interaction. I particularly like how transparent the system is, showing which rules it’s following, and how it helps maintain consistency across teams. Since implementing rules in my projects, I’ve seen more consistent code quality, all while reducing the cognitive load of having to repeatedly explain our standards.
  • Strategies for excelling across all four exam domains of the AWS Certified Machine Learning – Specialty certification. The AWS Training & Certification team, where I spent my first three years at AWS, shared how to prepare for the AWS Certified Machine Learning – Specialty certification, whether you’re starting from scratch or building upon existing AWS Certifications. They share the prerequisites and guidance to help you get ready for this certification and demonstrate your expertise in building ML solutions with AWS.
  • As is now our tradition after Prime Day, we shared the impressive metrics showing how AWS services scaled to support one of the world’s largest shopping events. Amazon Prime Day 2025 was the biggest ever, setting records for both sales volume and total items sold during the 4-day event. This year was particularly special as we saw a significant transformation in the Prime Day experience through advancements in our generative AI offerings, with customers using Alexa+, Rufus, and AI Shopping Guides to discover deals and get product information. The numbers are staggering – Amazon DynamoDB handled tens of trillions of API calls while maintaining high availability, delivering single-digit millisecond responses and peaking at 151 million requests per second. Amazon API Gateway processed over 1 trillion internal service requests—a 30 percent increase in requests on average per day compared to Prime Day 2024.

Upcoming AWS events
Check your calendars and sign up for these upcoming AWS events:

  • AWS Summits — Join free online and in-person events that bring the cloud computing community together to connect, collaborate, and learn about AWS. Register in your nearest city: Toronto (September 4), Los Angeles (September 17), and Bogotá (October 9).
  • AWS re:Invent 2025 — This flagship annual conference is coming to Las Vegas from December 1–5. The event catalog is now available. Mark your calendars for this not to be missed gathering of the AWS community.
  • AWS Community Days — Join community-led conferences that feature technical discussions, workshops, and hands-on labs led by expert AWS users and industry leaders from around the world: Adria (September 5), Baltic (September 10), Aotearoa (September 18), South Africa (September 20), Bolivia (September 20), Portugal (September 27).

Join the AWS Builder Center to learn, build, and connect with builders in the AWS community. Browse here for upcoming in-person and virtual developer-focused events.

That’s all for this week. Check back next Monday for another Weekly Roundup!

— seb

pdf-parser: All Streams, (Sun, Aug 31st)

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A user reported a bug in pdf-parser: when dumping all filtered streams, an error would occur:

The reason for the error, is that not all streams have filters applied to them, and thus dumping a filtered stream that has no filter caused a bug.

I have fixed this:

But I would like to point out that I think that a better way to look at the content of all the filtered streams, is to have pdf-parser produce JSON output and then display this with myjson-filter.py, like this:

Now you see the content of the streams, and to which object they belong. And if there are no filters, you also see this: 'No filters'.

Finally, the PDF comments that you saw in screenshot 2, are also gone: you only get streams.

 

Didier Stevens
Senior handler
blog.DidierStevens.com

(c) SANS Internet Storm Center. https://isc.sans.edu Creative Commons Attribution-Noncommercial 3.0 United States License.

New general-purpose Amazon EC2 M8i and M8i Flex instances are now available

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Today, we’re announcing the general availability of Amazon Elastic Compute Cloud (Amazon EC2) general-purpose M8i and M8i-Flex instances powered by custom Intel Xeon 6 processors available only on AWS with sustained all-core 3.9 GHz turbo frequency. These instances deliver the highest performance and fastest memory bandwidth among comparable Intel processors in the cloud. They also deliver up to 15 percent better price performance, up to 20 percent higher performance, and 2.5 times more memory bandwidth compared to previous generation M7i and M7i-Flex instances.

M8i and M8i-flex instances are ideal for running general purpose workloads such as general web application servers, virtual desktops, batch processing, microservices, databases, and enterprise applications. In terms of performance, these instances are specifically up to 60 percent faster for NGINX web applications, up to 30 percent faster for PostgreSQL database workloads, and up to 40 percent faster for AI deep learning recommendation models compared to M7i and M7i-Flex instances.

As like R8i and R8i-Flex instances, these instances use the new sixth generation AWS Nitro Cards, delivering up to two times more network and Amazon Elastic Block Storage (Amazon EBS) bandwidth compared to the previous generation instances. It greatly improves network throughput for workloads handling small packets such as web, application, and gaming servers. They also support bandwidth configuration with 25 percent allocation adjustments between network and Amazon EBS bandwidth, enabling better database performance, query processing, and logging speeds.

M8i instances
M8i instances provide up to 384 vCPUs and 1.5 TB memory including bare metal instances that provide dedicated access to the underlying physical hardware. These SAP-certified instances help you to run large application servers and databases, gaming servers, CPU-based inference, and video streaming that need the largest instance sizes or high CPU continuously.

Here are the specs for M8i instances:

Instance size vCPUs Memory (GiB) Network bandwidth (Gbps) EBS bandwidth (Gbps)
m8i.large 2 8 Up to 12.5 Up to 10
m8i.xlarge 4 16 Up to 12.5 Up to 10
m8i.2xlarge 8 32 Up to 15 Up to 10
m8i.4xlarge 16 64 Up to 15 Up to 10
m8i.8xlarge 32 128 15 10
m8i.12xlarge 48 192 22.5 15
m8i.16xlarge 64 256 30 20
m8i.24xlarge 96 384 40 30
m8i.32xlarge 128 512 50 40
m8i.48xlarge 192 768 75 60
m8i.96xlarge 384 1536 100 80
m8i.metal-48xl 192 768 75 60
m8i.metal-96xl 384 1536 100 80

M8i-Flex instances
M8i-Flex instances are a lower-cost variant of the M8i instances, with 5 percent better price performance at 5 percent lower prices. They’re designed for workloads that benefit from the latest generation performance but don’t fully utilize all compute resources. These instances can reach up to the full CPU performance 95 percent of the time.

Here are the specs for the M8i-Flex instances:

Instance size vCPUs Memory (GiB) Network bandwidth (Gbps) EBS bandwidth (Gbps)
m8i-flex.large 2 8 Up to 12.5 Up to 10
m8i-flex.xlarge 4 16 Up to 12.5 Up to 10
m8i-flex.2xlarge 8 32 Up to 15 Up to 10
m8i-flex.4xlarge 16 64 Up to 15 Up to 10
m8i-flex.8xlarge 32 128 Up to 15 Up to 10
m8i-flex.12xlarge 48 192 Up to 22.5 Up to 15
m8i-flex.16xlarge 64 256 Up to 30 Up to 20

If you’re currently using earlier generations of general-purpose instances, you can adopt M8i-Flex instances without having to make changes to your application or your workload.

Now available
Amazon EC2 M8i and M8i-Flex instances are available today in the US East (N. Virginia), US East (Ohio), US West (Oregon), and Europe (Spain) AWS Regions. M8i and M8i-Flex instances can be purchased as On-Demand, Savings Plan, and Spot instances. M8i instances are also available in Dedicated Instances and Dedicated Hosts. To learn more, visit the Amazon EC2 Pricing page.

Give M8i and M8i-Flex instances a try in the Amazon EC2 console. To learn more, visit the Amazon EC2 M8i instances page and send feedback to AWS re:Post for EC2 or through your usual AWS Support contacts.

Channy