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Measure wages and hiring from real postings

Pull postings in bulk to measure pay and hiring for a job segment, for your compensation, workforce planning or labour research.

Who it's for: A strategy, compensation or research team that studies a labor market, often at a large employer studying its own.

  • SAP posted a Data Engineer role in Berlin · 2h ago
  • Siemens posted a Data Engineer role in Munich · 1d ago
  • Amazon posted a Data Engineer role in Berlin · 2d ago

How salary benchmarking from job postings works

TheirStack turns job postings into salary benchmarks: pull the postings for a role and a market, keep the ones that publish a salary, and compare posted pay by city and seniority, with every salary converted to annual USD.

Pull

Pull the postings for one role and market

TheirStack finds every posting for a role in the places you study, with a title filter that matches each way employers write it.

Jobs titled Data Engineer · in Germany, last 90 days
Company
SAPData Engineer, Berlin · 2d ago
SiemensSenior Data Engineer, Munich · 4d ago
AmazonData Engineer, Berlin · 6d ago

Filter

Keep the postings that publish a salary

TheirStack captures salary only where the source publishes it, converts it to annual USD and tags each posting with its seniority.

Postings with a salary

CompanySeniority
SAPData Engineer, Berlin, $68k to $82kMid level
SiemensSenior Data Engineer, Munich, $85k to $98kSenior
AmazonData Engineer, Berlin, $74k to $90kMid level

Benchmark

Compare posted pay by city and level

TheirStack gives you each posting's minimum and maximum annual salary, so you compute medians by city and seniority in your sheet or warehouse.

Median posted salary, Data Engineer

CityMedian
  • Munich$84k
  • Frankfurt$80k
  • Berlin$76k
  • Hamburg$72k

Learn how

  • Docs

    Datasets

    Access complete jobs, closed jobs, technographics, and company datasets — delivered as Parquet or CSV, with historical coverage and daily or hourly updates via S3.

Measure wages and hiring from real postings: integrations with AI assistants, automations and CRMs

TheirStack works with the AI assistants, automation tools and CRMs you already use: ask Claude or ChatGPT through the MCP server, send new matches to Clay, n8n, Make or Zapier by webhook, and create leads in Salesforce or HubSpot.

Benchmark pay against what companies post.

Read posted salaries and hiring volume by role, level and city.

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Frequently asked questions