Every few quarters, a headline announces that the technology talent shortage is over: layoffs are up, postings are down, candidates are flooding inboxes. Taken at face value, that's a hiring manager's dream. Taken seriously, it's describing the wrong market.
Aggregate numbers blend two very different labor pools: generalist roles where supply has genuinely caught up with demand, and a narrower band of specialized skills (platform engineers who can operate AI infrastructure at production scale, security engineers who understand agentic systems, senior engineers who can architect rather than just implement) where the shortage hasn't eased at all. It's gotten sharper, because the volume of applicants has made it harder to find the specific person in the pile.
Why the aggregate number misleads
A falling unemployment rate in tech says nothing about whether the five people who can actually do a specific job are available, employed elsewhere, or being fought over by four other companies. Broad-based postings data averages together roles that are commoditizing with roles that are getting scarcer, and the average tells you about neither one specifically.
The practical effect: a hiring manager who reads "the market has loosened" and relaxes their sourcing strategy accordingly is often solving for the wrong problem. The flood of applicants for a senior, specialized role isn't a sign of abundance. It's noise that makes the genuine candidates harder to find, not easier.
What this changes about sourcing
Two adjustments matter more than volume. First, sourcing has to get more targeted, not less: active outreach to people who aren't applying, rather than wider nets over a job board that's mostly attracting people who don't fit. Second, speed matters more, not less: the specific person you need is likely fielding multiple conversations, and a slow internal process loses candidates to whoever moves first, regardless of how attractive the eventual offer is.
None of this means every role is hard to fill. It means the read on "is the market tight" has to be asked at the level of the specific skill set and seniority you're hiring for, not the level of the national tech labor market. Those two answers are increasingly different, and increasingly far apart.