Featured Article

Code analysis tool AppMap wants to become Google Maps for developers

Comment

3d code map illustration. Image credits: Bryce Durbin / TechCrunch
Image Credits: Bryce Durbin / TechCrunch

In December 2021, a vulnerability in a widely used logging library that had gone unfixed since 2013 caused a full-blown security meltdown. 

The 10/10-rated Log4Shell flaw in Log4j, an open source logging software that’s found practically everywhere, from online games to enterprise software and cloud data centers, claimed numerous victims from Adobe and Cloudflare to Twitter and Minecraft due to its ubiquitous presence. It was described by security experts as a “design failure of catastrophic proportions,” and demonstrated the potentially far-reaching consequences of shipping bad code.

Boston-based AppMap, going through TechCrunch Disrupt Startup Battlefield this week, wants to stop this bad code from ever making it into production. The open source dynamic runtime code analysis tool, which the startup claims is the first of its kind, is the brainchild of Elizabeth Lawler, who knows a thing or two about security. Prior to founding AppMap, she founded DevOps security startup Conjur, which was acquired by CyberArk in 2017, and served as chief data officer for Generation Health, later acquired by CVS.

After selling two companies into large enterprises with lots of legacy software, Lawler witnessed firsthand how developers were struggling to understand the systems they were tasked with improving, and finding it difficult to deliver fast and secure code in complex microservices and cloud applications.

“It’s surprising to me that people have a mental model of how things work that is actually disconnected from how it actually works,” Lawler tells TechCrunch. “When we don’t know how our software works, we’re making best guesses when we write code.” 

AppMap extension within the code editor
Image Credits: AppMap

That led to the creation of AppMap, which was built on the simple idea that developers should be able to see the behavior of software as they write it so they can prevent problems when the software runs. Unlike static analysis tools that don’t show runtime information, AppMap — which was built from the ground up over a three-year period — runs within the code editor to show developers which components are communicating with which components, at what throughput and latency, at what network speed and whether there are any errors between them, enabling developers to get actionable insights and make improvements quicker than before.

All of this is done within an interactive code editor extension, which AppMap designed with the help of comic book artists and musicians in order to make it as easy to use and intuitive as possible. 

“I’m a data scientist, so I know how overwhelming data can be,” said Lawler. “Google Maps has elegantly shown us how maps can be personalized and localized, so we used that as a jumping off point for how we wanted to approach the big data problem.”

AppMap at Startup Battlefield at TechCrunch Disrupt

To coincide with TechCrunch Disrupt, AppMap is launching three new features: the ability to share and collaborate with other engineers; performance analysis that alerts developers when code changes will impact performance and scalability; and security analysis that can identify software runtime code issues within a developer’s code editor before they commit their code, be it leaking customer data and secrets into log files or missing or improper authentication or authorization.

“We can see the kinds of issues that are now the rising OWASP Top 10. Static issues have gone down in prevalence because we have good scanners for them, but what we don’t have great scanners for are these dynamic issues that are design in nature. If you look at the CWE Top 25, almost half of these are code design issues.”

As it’s based on open source, which is evident from the startup’s community-sourced approach to changing its product and adding new features, AppMap is free for developers to use. “We don’t believe you should be charged for self-awareness in programming,” Lawler said. “If we’re going to integrate with your GitHub and we have to provide some background functions or storage, then those are paid services.”

Image Credits: AppMap

AppMap, which is a seed-stage VC-backed pre-revenue startup, currently has more than 20,000 customers — a figure that’s growing by 20% every month — with developers at IBM, NASA, Sonos and Salesforce using its product. It’s also growing its team, which is made up of employees that have coded at some point in their career and hold deep DevOps, automation, cybersecurity and test-driven development experience. Kevin Gilpin, AppMap’s technical co-founder, describes his career highlight as delivering “build your vehicle online” pages for Ford. 

Though it only launched in 2021, the startup’s vision goes far beyond preventing developers from shipping bad code. “We spend a lot of time and energy instrumenting things that are downstream of our application, but we’ve never instrumented the creative process. We’ve never really watched people think, design and create in this way. I think that by having observability data in that moment, it’s going to open up a lot of opportunities. As AppMap evolves, I’d like to think about how this gets even bigger than performance analysis and becomes more of an assistive technology in that realm.”

More TechCrunch

TechCrunch Disrupt, our flagship startup event held annually in San Francisco, is back on October 28-30 — and you can expect a bustling crowd of thousands of startup enthusiasts. Exciting…

Startup Blueprint: TC Disrupt 2024 Builders Stage agenda sneak peek!

Mike Krieger, one of the co-founders of Instagram and, more recently, the co-founder of personalized news app Artifact (which TechCrunch corporate parent Yahoo recently acquired), is joining Anthropic as the…

Anthropic hires Instagram co-founder as head of product

Seven orgs so far have signed on to standardize the way data is collected and shared.

Venture orgs form alliance to standardize data collection

As cloud adoption continues to surge towards the $1 trillion mark in annual spend, we’re seeing a wave of enterprise startups gaining traction with customers and investors for tools to…

Alkira connects with $100M for a solution that connects your clouds

Charging has long been the Achilles’ heel of electric vehicles. One startup thinks it has a better way for apartment dwelling EV drivers to charge overnight.

Orange Charger thinks a $750 outlet will solve EV charging for apartment dwellers

So did investors laugh them out of the room when they explained how they wanted to replace Quickbooks? Kind of.

Embedded accounting startup Layer secures $2.3M toward goal of replacing Quickbooks

While an increasing number of companies are investing in AI, many are struggling to get AI-powered projects into production — much less delivering meaningful ROI. The challenges are many. But…

Weka raises $140M as the AI boom bolsters data platforms

PayHOA, a previously bootstrapped Kentucky-based startup that offers software for self-managed homeowner associations (HOAs), is an example of how real-world problems can translate into opportunity. It just raised a $27.5…

Meet PayHOA, a profitable and once-bootstrapped SaaS startup that just landed a $27.5M Series A

Restaurant365, which offers a restaurant management suite, has raised a hot $175M from ICONIQ Growth, KKR and L Catterton.

Restaurant365 orders in $175M at $1B+ valuation to supersize its food service software stack 

Venture firm Shilling has launched a €50M fund to support growth-stage startups in its own portfolio and to invest in startups everywhere else. 

Portuguese VC firm Shilling launches €50M opportunity fund to back growth-stage startups

Chang She, previously the VP of engineering at Tubi and a Cloudera veteran, has years of experience building data tooling and infrastructure. But when She began working in the AI…

LanceDB, which counts Midjourney as a customer, is building databases for multimodal AI

Trawa simplifies energy purchasing and management for SMEs by leveraging an AI-powered platform and downstream data from customers. 

Berlin-based trawa raises €10M to use AI to make buying renewable energy easier for SMEs

Lydia is splitting itself into two apps — Lydia for P2P payments and Sumeria for those looking for a mobile-first bank account.

Lydia, the French payments app with 8 million users, launches mobile banking app Sumeria

Cargo ships docking at a commercial port incur costs called “disbursements” and “port call expenses.” This might be port dues, towage, and pilotage fees. It’s a complex patchwork and all…

Shipping logistics startup Harbor Lab raises $16M Series A led by Atomico

AWS has confirmed its European “sovereign cloud” will go live by the end of 2025, enabling greater data residency for the region.

AWS confirms will launch European ‘sovereign cloud’ in Germany by 2025, plans €7.8B investment over 15 years

Go Digit, an Indian insurance startup, has raised $141 million from investors including Goldman Sachs, ADIA, and Morgan Stanley as part of its IPO.

Indian insurance startup Go Digit raises $141M from anchor investors ahead of IPO

Peakbridge intends to invest in between 16 and 20 companies, investing around $10 million in each company. It has made eight investments so far.

Food VC Peakbridge has new $187M fund to transform future of food, like lab-made cocoa

For over six decades, the nonprofit has been active in the financial services sector.

Accion’s new $152.5M fund will back financial institutions serving small businesses globally

Meta’s newest social network, Threads, is starting its own fact-checking program after piggybacking on Instagram and Facebook’s network for a few months.

Threads finally starts its own fact-checking program

Looking Glass makes trippy-looking mixed-reality screens that make things look 3D without the need of special glasses. Today, it launches a pair of new displays, including a 16-inch mode that…

Looking Glass launches new 3D displays

Replacing Sutskever is Jakub Pachocki, OpenAI’s director of research.

Ilya Sutskever, OpenAI co-founder and longtime chief scientist, departs

Intuitive Machines made history when it became the first private company to land a spacecraft on the moon, so it makes sense to adapt that tech for Mars.

Intuitive Machines wants to help NASA return samples from Mars

As Google revamps itself for the AI era, offering AI overviews within its search results, the company is introducing a new way to filter for just text-based links. With the…

Google adds ‘Web’ search filter for showing old-school text links as AI rolls out

Blue Origin’s New Shepard rocket will take a crew to suborbital space for the first time in nearly two years later this month, the company announced on Tuesday.  The NS-25…

Blue Origin to resume crewed New Shepard launches on May 19

This will enable developers to use the on-device model to power their own AI features.

Google is building its Gemini Nano AI model into Chrome on the desktop

It ran 110 minutes, but Google managed to reference AI a whopping 121 times during Google I/O 2024 (by its own count). CEO Sundar Pichai referenced the figure to wrap…

Google mentioned ‘AI’ 120+ times during its I/O keynote

Firebase Genkit is an open source framework that enables developers to quickly build AI into new and existing applications.

Google launches Firebase Genkit, a new open source framework for building AI-powered apps

In the coming months, Google says it will open up the Gemini Nano model to more developers.

Patreon and Grammarly are already experimenting with Gemini Nano, says Google

As part of the update, Reddit also launched a dedicated AMA tab within the web post composer.

Reddit introduces new tools for ‘Ask Me Anything,’ its Q&A feature

Here are quick hits of the biggest news from the keynote as they are announced.

Google I/O 2024: Here’s everything Google just announced