Best Datasets · Updated 2026-07-28

The Best B2B Data Providers of 2026

Company and contact data vendors compared on coverage, field accuracy, delivery and compliance posture.

B2B datasets are bought on two numbers: how many records match your ICP, and what share of those records are still true. Vendors advertise the first and rarely publish the second.

We sampled 500 random records per vendor and verified firmographics, contact validity and refresh dates by hand.

The ranked picks

01Bright Data Datasets logo

Bright Data Datasets

9.3/10 · from $500/mo

Broadest catalogue with custom dataset builds and reliable scheduled delivery to S3 or GCS.

Why it ranks here: Broadest catalogue with custom dataset builds and reliable scheduled delivery to S3 or GCS.

02Oxylabs Web Scraper Datasets logo

Oxylabs Web Scraper Datasets

9.1/10 · from Custom

Strongest compliance documentation and clean, stable schemas across releases.

Why it ranks here: Strongest compliance documentation and clean, stable schemas across releases.

03Coresignal logo

Coresignal

8.9/10 · from $999/mo

Best firmographic and employee-headcount freshness for growth-signal use cases.

Why it ranks here: Best firmographic and employee-headcount freshness for growth-signal use cases.

04People Data Labs logo

People Data Labs

8.6/10 · from $0.10/record

Flexible per-record pricing and a genuinely good enrichment API.

Why it ranks here: Flexible per-record pricing and a genuinely good enrichment API.

05Clearbit logo

Clearbit

8.4/10 · from Custom

Best real-time enrichment inside a go-to-market stack.

Why it ranks here: Best real-time enrichment inside a go-to-market stack.

How we tested

Coverage

Records, countries and refresh cadence verified against known samples.

Accuracy

Field-level spot checks on a random 500-record sample.

Delivery

API, S3/GCS drop, webhook and schema stability across releases.

Compliance

GDPR/CCPA posture, source disclosure and opt-out handling.

Pricing

Cost per 1,000 records at realistic annual volumes.

Scores are recomputed whenever a vendor changes pricing, sourcing or infrastructure. This list was last verified on 2026-07-28. We earn commission from some links on this page; placement is decided from test data before any commercial terms are discussed.

Frequently asked questions

Buy a dataset or scrape it?+

Buy when the data is commodity firmographics and freshness beyond a month is acceptable. Scrape when the field you need is niche, or when you need it daily.

How do I evaluate a data vendor?+

Demand a 500-record random sample — not a curated one — and verify it by hand. Measure fill rate per field, not just record count.

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