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How Canaria compares to other job market data providers

A side-by-side look at what each provider actually delivers.

CanariaLightcastRevelio LabsLinkUpCoresignalBright Data
Skills Taxonomy
37,000+ skills, 3,000+ certs, 400+ soft skills
33,000+ skills
~3,400 skills
~4,000 skills (via Revelio)
No taxonomy
No taxonomy
Job Classification
SOC + ONET + SIC + NAICS
SOC + ONET + ISCO + NAICS + LOT
Proprietary + NAICS + SIC + GICS
ONET-SOC + NAICS
None
None
Salary Data
Predicted, MAPE <15%
Posted + benchmark models
Predicted (via model)
Posted + modeled (via Revelio)
Posted only
Posted only
Dedup Method
Semantic (vector + MinHash + graph)
Source + cross-source (60-day)
Normalized + similarity scoring
Single-source purity
Multi-source clustering
Multi-source dedup
Total Postings
400M+ unique
2.5-3B+ (160+ countries)
4.1B (COSMOS)
315M+
425M+
399M+
Historical Coverage
2022-present
US 2010+, Global 2019+
~2021-present (COSMOS)
2007-present
~2018-present
Months to years
Delivery Formats
CSV, Parquet, S3, GCS, Snowflake, SFTP
API, Dashboard, Snowflake, BigQuery, S3, SFTP
API, Dashboard, Snowflake, S3
RAW feeds, Compass, Snowflake
API, JSONL, Parquet, Snowflake
API, JSON, CSV, Snowflake, S3
Price Tier
Mid-market
$$$$
$$$$
$$$$
$$
$
Some providers focus on raw data at low cost, others offer deep enrichment at enterprise pricing. We built Canaria to sit in the middle: research-grade enrichment that's accessible without a six-figure contract.

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