Nicheloom

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Got ghosted by tech companies so I built a tool to track ghost jobs

Details

External ID
48163604
Source
HN
Company
—
Product
Got ghosted by tech companies so I built a tool to track ghost jobs
Website domain
pythonanywhere.com
Launched
May 16, 2026
Cohort
—
Upvotes
7
Upvotes percentile
0.4168012924071082
Tags
—
Fetched at
Sept. 7, 2026, 9:26 p.m.
Updated at
Sept. 7, 2026, 9:26 p.m.

Description

Last year I was looking for a new role. I sent out applications, did the prep, waited. What came back was mostly nothing. Not rejection emails, just silence. The job listings I'd applied to stayed live for weeks. Some for months.As a software engineer, I decided to dig into it properly. I built a system to continuously track job postings across companies, logging posting dates and measuring how long roles stay open before closing or don't. After 35,000+ listings across 200+ companies, some patterns are hard to ignore. Some listings have been open for 700+ days at companies you'd recognize. Others post 90% of their open roles within a single month, a signal that's harder to fake than a press release.I published two initial insight pages based on this work: - Which companies are posting most aggressively right now - Job listings that have been open for over a yearWhat I didn't expect is that the same signals useful for detecting ghost jobs also say something broader about a company's hiring momentum, recruiting intensity, pipeline health, where talent bottlenecks might exist. I'm not sure yet where this leads, but I'll keep expanding the dataset and publishing more insights as I go.Would genuinely love feedback on the methodology, interpretation, or obvious blind spots in the data.

Enrichment

Theme
Vertical
HR & recruiting
Function
Analytics & BI
Audience
B2C
AI stance
Not AI
Project type
Commercial product
Normalized one-liner
ghost job tracking tool
Manually corrected
False

Could you build this?

Partial While the frontend and database for displaying stale jobs are standard, maintaining reliable scrapers that continuously monitor and deduplicate thousands of ATS postings over years requires robust scraping infrastructure.

What it would actually take: The architecture needs a distributed crawler service (e.g., using Celery/Temporal with headless Playwright instances or direct API scraping of Greenhouse/Lever/Workday endpoints), rotating proxy management, and data deduplication pipelines. The main difficulty is overcoming anti-scraping protections, dynamic ATS client rendering, and continuous data hygiene across hundreds of corporate job boards. A solo builder would need expertise in large-scale web scraping, bot evasion, and long-term data persistence.

Discussion

3 comments analyzed.

Competitors mentioned: Shortlist (personal job scanning tool)

Concerns raised: Distinguishing talent shortages from H1B postings, Job description change detection methodology, Data canonicalization approach

Feature requests: Public API for dataset access, Integration capabilities for external datasets

Competitors

Other products that read as similar to this one — 175 launches clear the similarity bar, closest 8 shown.

Attention rank: #97 of 176 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 198 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a analytics & bi tool for Legal yet.