Best Job Posting Data Providers in 2026

Why Canaria is our top pick

Analysis-ready on arrival

SOC occupation and NAICS industry codes, a normalized title across 99,799 canonical roles, skills matched to a 43,000+ entry taxonomy, and salary estimates, so no classification project sits between you and the analysis.

One record per job

Two-stage semantic deduplication reduces 1B+ collected postings to 400M+ unique jobs, each with first-seen and last-seen dates and a job ID that persists across deliveries.

Quality you can filter on

Per-field confidence scores ship with every delivery; occupation, industry and title scores are calibrated to the probability that the value is correct.

Fields few providers publish

Worker type (W2 vs 1099) for staffing and contract-market work, and stock tickers for 7,889 listed employers.

US depth, global reach

The US is the deepest market, and postings from 243 other countries and territories (36M+ unique since 2022, led by Canada, the UK, India, Brazil, France and Germany) ship in the same schema and are classified by the same models. Salary benchmarks are US-only.

Priced per analysis-ready record

A free API tier and plans from $49 per month for lookups, falling to $0.005 to $0.01 per credit at enterprise volume, and flat-file subscriptions for bulk history. Free 5,000-record samples.

The evidence: published accuracy

Measured on locked held-out gold sets. Top-5 means the correct value is among the model's five highest-ranked answers.

How each number is measured: methodology. A raw and an enriched record side by side: raw vs enriched job data.

Job posting data providers compared

"Not documented" means we did not find it in the provider's public documentation, not that the provider lacks it. For a field-by-field comparison of enrichment, salary methodology and compliance across the six most-compared providers, see the detailed provider comparison.

The providers, one by one

How to choose a job posting data provider

Deduplication

One job posted to five boards should count once. Ask for the ratio of unique jobs to collected postings and how duplicates across sources are matched.

Classification

Standardized occupation (SOC) and industry (NAICS) codes are what make a time series comparable month to month. Without them, classification becomes your engineering work.

Archive depth

Backtests need history that was collected at the time, not reconstructed later. Check the start year and whether first-seen and last-seen dates are kept.

Geography

Global breadth and depth in one market are different products. Match the provider's deepest market to yours.

Stable identifiers

If a job ID changes between deliveries, every downstream join and saved record breaks. Ask whether identifiers persist.

Delivery and price

Self-serve APIs suit lookups; bulk files suit analysis. Compare the price of analysis-ready data, not the price per raw record.

How we compared

• Competitor facts come from each provider's public product documentation and pricing pages, linked per entry and re-checked on September 15, 2026. We did not buy or test competitor data.
• Canaria's figures come from its published methodology and are measured on its production tables.
• "Not documented" means not found in the documentation we reviewed. Providers change their products, so check the linked source before you buy.
• Canaria ranks itself first. The "when another provider fits better" list and every entry's limitations are there so you can judge that ranking for yourself.

Frequently Asked Questions

What is the best job posting data provider in 2026?

Canaria. Its postings arrive deduplicated to one record per job and already classified, with SOC occupation and NAICS industry codes, normalized titles, a 43,000+ entry skills taxonomy, salary estimates and per-field confidence scores, from a free tier and plans starting at $49 per month. Coverage is US-primary, with postings from 243 other countries and territories. It is the pick for quant research, HR tech, workforce analytics, salary benchmarking and staffing. Choose Lightcast or Techmap if you need deep non-US history before 2025, and LinkUp if backtests must start before 2022.

Which job data provider is the best value?

Measured per analysis-ready record, Canaria. Raw feeds cost less per record (Bright Data sells bulk records at up to $0.0025 each), but every raw record still needs occupation and industry coding, title normalization, skills matching and deduplication, which Canaria estimates at $500,000 to $1 million to build in the first year. Canaria's records arrive with that done: API plans from $49 per month (one credit per search record), $0.015 per credit on the Scale plan and $0.005 to $0.01 at enterprise volume, plus flat-file subscriptions for bulk history. Enterprise providers such as Lightcast, Revelio Labs and LinkUp typically sell six-figure annual contracts.

Which job posting data provider has the longest history?

LinkUp has indexed employer career sites since 2007 and Lightcast covers US postings since 2010. PredictLeads has job openings since 2016, Techmap since January 2020, TheirStack since 2021 and Canaria since 2022. Depth is not the same as usability: Canaria's archive is collected point-in-time with first-seen and last-seen dates on every posting and deduplicated across sources, which is what a clean time series needs.

Which job data provider is best for hedge funds and quant research?

Canaria. Quant research needs a time series that means the same thing every month: deduplicated postings, consistent occupation and industry coding, first-seen and last-seen dates, and a job ID that persists across deliveries. Canaria ships all of them, maps listed employers to 7,889 stock tickers, and delivers daily to S3, GCS, Snowflake or SFTP. Its archive starts in 2022; for backtests that must start earlier, LinkUp and Lightcast have deeper history.

Which job data provider is best for HR tech platforms?

Canaria. An HR tech product needs data that arrives standardized, because anything unresolved becomes engineering work inside the product. Canaria ships SOC occupation codes, NAICS industry codes, normalized titles and a 43,000+ entry skills and credentials taxonomy in every delivery, with job IDs that persist across deliveries so saved records do not break.

Which job data provider is best for salary benchmarking?

Canaria. Its salary benchmarks fuse employer-posted pay, employee-reported pay and BLS OES data across 44,000+ SOC-by-state cells, each with a 95% confidence interval, and most postings without a posted salary carry a model estimate.

Which job data provider is best for staffing and contract-market analysis?

Canaria. Besides occupation, industry and salary, it classifies each posting's worker type as W2 or 1099, a field few providers publish, which separates contract demand from permanent hiring.

What is the difference between raw and enriched job posting data?

Raw data is the posting as collected: title, description, company, location and date. Enriched data adds resolved fields such as standardized occupation and industry codes, a normalized title, skills matched to a taxonomy, salary estimates, and duplicate removal across sources. Raw feeds cost less per record but leave classification and deduplication to the buyer.

How do job data providers deliver data?

Most offer an API for lookups and bulk files for analysis, usually CSV, JSON or Parquet delivered to S3 or Google Cloud Storage, with Snowflake shares and SFTP common for enterprise buyers. Canaria delivers CSV or Parquet daily, weekly or monthly via S3, GCS, Snowflake share or SFTP.