Big Tech job-switching stats - exclusive
👋 Hi, this is Gergely with a bonus, free issue of the Pragmatic Engineer Newsletter. We cover one out of five topics from The Scoop #39, published two weeks ago, 23 February. To get full newsletters twice a week, subscribe here.
I have collaborated with a tech recruiter - they’ve asked to be anonymous - who’s been running some very interesting queries on LinkedIn for software engineers. Here are some of the results, visualized.
How software engineer populations have changed across Big Tech:

What’s behind these changes? The most common cause, unsurprisingly, is the layoffs announced during Q4 2022 at Twitter, DocuSign, Robinhood, Meta, and Stripe.
Bytedance/Tiktok growing so fast is surprising. I hear TikTok is hiring aggressively, mostly in the US. It has also hired some engineers in Poland, where the company opened its first European R&D office in 2021.
This rapid headcount growth at TikTok, coupled with it supposedly making a loss and its traffic growth in the US slowing, makes me wonder if the company might adjust its forecasts and perhaps reduce staff.
Google’s headcount increase just in the past 3 months shows that its hiring slowdown since October has not really been a slowdown, and headcount growth has been stable during that time.
Meanwhile, Apple, Netflix and Airbnb seem to continue to hire software engineers at a good pace, and all are employers about whom I’ve not heard rumors of job cuts. A few weeks ago, I set out why I’d be surprised if Apple goes down that path.
Although AWS and Salesforce also hired during this period, both have announced cuts which include software engineers.
At which companies are software engineers more likely to interview externally? On LinkedIn, anyone can set an “open to opportunities” flag which only recruiters can see. So we took October’s data points and compared them with January’s. Here’s the results:

Twitter is where most software engineers looked for roles elsewhere. This is hardly surprising, given the company let go about 70% of staff, executed by Elon Musk during a series of cruel changes. Companies with recent layoffs - Meta, Salesforce, Lyft, Google - are ones where there’s been the most spike in engineers being open to new opportunities.
What about places where engineers seem less interested in quitting? What is common across Snap, DocuSign and Robinhood is how they all had a first round or layoffs in the fall of 2022. So the decrease in people open to leaving is likely because a lot of engineers who wanted to leave: they already did.
And how do companies compare in what percentage of software engineers working there have signaled to recruiters - even if privately - that they are open to new opportunities?

What are Big Tech companies where it’s most likely to find software engineers looking for new opportunities? Twitter, Amazon, Cisco, Meta, Coinbase, Salesforce and Uber are all companies where recruiters might have more luck getting responses than, for example, at the likes of Netflix, Databricks or Stripe.
This was one out of the five topics covered The Scoop #39. A lot of what I share in The Scoop is exclusive to this publication, meaning it’s not been covered in any other media outlet before and you’re the first to read about it.
The full The Scoop edition additionally covers:
- A historical pushback at Amazon on returning to the office. The tech giant joined the ranks in announcing 3 days per week in the office from May. However, this move is facing a pushback I’ve not observed at any other Big Tech giant. I’ve talked with current employees and bring you the details. Plus, expect a spike in PIPs at the tech giant. Exclusive.
- Changes in the tech job market during the past month. Observations from the Pragmatic Engineer Talent Collective. Software engineers with experience that used to be rare to see as available to hire are now on the market. Exclusive.
- The job market for new grads: worse than in 2008. Insights from the founder of Launch School, Chris Lee, based on his unique observations with access to lots of different companies and engineering departments. Exclusive.
- More “traditional” companies going against the tide of cuts. Nintendo and Mercedes-Benz are rewarding staff better than usual, while most tech companies are cutting. Could there be longer-term implications of employers putting staff ahead of finances? Analysis.
Featured Pragmatic Engineer Jobs
- Engineering Leader - Card Platform at X1 Card. $250K+. Remote (US).
- Engineering Leader - Card Product at X1 Card. $250K+. Remote (US).
- Senior Android Engineer at Polarsteps. Amsterdam.
- Frontend Software Engineer at Enveritas. $130-150K. Remote (Global).
- Senior Software Engineer, Distributed Systems at Mixpanel. $200-270K + equity. New York, San Franciso, Seattle or Remote (US).
- Senior Software Engineer, Fullstack at Mixpanel. $200-270K + equity. New York, San Franciso, Seattle or Remote (US).
- Software Development Manager - eCommerce at Card Kingdom. $175-195K. Seattle, WA or Remote (US).
- Senior Frontend Engineer at Pento. £80-92K. Remote (Global).
- Senior Fullstack Engineer at Synthesia. £70-110K . Remote (Europe or US Eastern time) or onsite (London, Amsterdam, New York).
- Senior Backend Engineer at Synthesia. £70-110K . Remote (Europe or US Eastern time) or onsite (London, Amsterdam, New York).
- Senior Frontend Engineer at (catch) Health. $90-120K + equity. Remote (North America).
- Staff Backend Engineer at Pento. £95-115K. Remote (Global).
- Senior Full Stack Engineer (Laravel / Vue) at RXMG. Remote (Global).
- Sr. Cloud Infrastructure Support Engineer at RXMG. Remote (Global).
- Founding Engineer, Front End and API at Causal. $175-225K - equity. Boston.
- Senior Full Stack/Frontend Engineer at Vitally.io. $180-270K. New York or Remote (US).
- Senior Software Engineer - Core Platform at CAST.AI. €72-€96K. Remote (EU).
- Senior Software Engineer - Cost Optimization at CAST.AI. €72-€96K. Remote (EU).
- Solution Architect at CAST.AI. Remote (EU).
- Senior Software Engineer - Security at CAST.AI. Remote (EU).
- Solutions Engineer at Pigment. $70-120K. New York or Toronto.
The above jobs score at least 10/12 on The Pragmatic Engineer Test. Browse more senior engineer and engineering leadership roles with great engineering cultures, or add your own on The Pragmatic Engineer Job board and apply to join The Pragmatic Engineer Talent Collective.
Want to get interesting opportunities from vetted tech companies? Sign up to The Pragmatic Engineer Talent Collective and get sent great opportunities - similar to the ones below without any obligation. You can be public or anonymous, and I’ll be curating the list of companies and people.
Are you hiring senior+ engineers or engineering managers? Apply to join The Pragmatic Engineer Talent Collective to contact world-class senior and above engineers and engineering managers/directors. Get vetted drops twice a month, from software engineers - full-stack, backend, mobile, frontend, data, ML - and managers currently working at Big Tech, high-growth startups, and places with strong engineering cultures. Apply here.