Pricing

from $0.35 / 1,000 row processeds

Try for free

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Fuzzy Dedupe: Find Near-Duplicate Rows in Datasets

Try for free

Find near-duplicates that exact dedup misses: 'Acme Inc.' vs 'ACME, Inc', 'Main St.' vs 'Main Street'. Fuzzy match names, addresses, phones, URLs across Apify datasets; mark or merge clusters with reasons. Empty input = free demo. $0.50 per 1,000 rows.

Pricing

from $0.35 / 1,000 row processeds

Rating

0.0

(0)

Developer

Actor Factory

Actor stats

Bookmarked

Total users

Monthly active users

4 hours ago

Last modified

Categories

Developer tools

Automation

Lead generation

Datasets

datasetIds

Optional

Apify datasets to compare (the 'defaultDatasetId' of a finished run, e.g. 'WkzbQMuFYuamGv3YF'). Up to 20; rows from all datasets are compared with each other. You can paste a dataset URL from Apify Console too. Leave empty to run a free demo on sample data (not charged).

Type:array

Max. items:20

Fields to compare

matchFields

Optional

List of objects: field (column name, dots for nested like 'address.city'), type (name, address, phone, url or text) and weight (default 1, higher = counts more). name: ignores case, punctuation and legal suffixes (Inc, LLC, Ltd, GmbH, 株式会社). address: street abbreviations and full-width characters. phone: digits only. url: host only. text: plain fuzzy text. If empty, a field called 'name' is compared.

Type:array

Match threshold (0.5-1)

threshold

Optional

Minimum weighted similarity for two rows to be treated as the same. Default 0.9. Lower finds more (and riskier) matches; 1 means identical after normalization.

Type:number

Minimum:0.5

Maximum:1

Default:0.9

Mode

mode

Optional

'mark' keeps every row and adds clusterId, isPrimary, matchScore and matchReason. 'merge' outputs one row per cluster: the most complete row plus mergedRowIds.

Type:string

Default:mark

Options:

markmerge

Speed-up: blocking key

blockingKey

Optional

Only rows sharing the key are compared, which keeps big datasets fast. Rows with different keys are never matched, so pick a key that duplicates share (typos in the first letters can hide a match). Default: first letters.

Type:string

Default:firstLetters

Options:

firstLetterspostalCodedomainnone

Blocking field

blockingField

Optional

Column the blocking key is taken from (e.g. 'name', 'address', 'zip', 'website'). Leave empty to use the first match field of a suitable type.

Type:string

Blocking: number of letters

blockingLength

Optional

For the 'first letters' key: how many characters of the normalized value to use (1 to 10). Shorter = safer but slower.

Type:integer

Minimum:1

Maximum:10

Default:3

Max rows

maxRows

Optional

Hard cap on rows processed per run (at most 200,000). Rows beyond the cap are ignored and not charged. Also useful as a cost limit.

Type:integer

Minimum:1

Maximum:200000

Default:200000

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