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Freedom251 › Data Deduplication Software

Zingg

Free plan Open source APILinuxMacSelf-hosted

Visit Zingg Alternatives Pricing

Zingg's own site

Plans

PlanBilled and limitsPrice
Community (Open Source)Batch · probabilistic matching · millions of records · open source supportFree
CommunityOpen-source edition · batch architecture · probabilistic matching · millions of recordsFree
Zingg EnterpriseBatch and real time · probabilistic and deterministic matching · enterprise grade supportOn request
Zingg Enterprise LiteBatch · probabilistic and deterministic matching · enterprise grade supportOn request
Enterprise LiteBatch architecture · probabilistic and deterministic matching · incremental runs · enterprise supportOn request
EnterpriseBatch and real-time architecture · probabilistic and deterministic matching · native Snowflake run · enterprise supportOn request

As zingg.ai lists them, read 3 Oct 2026. The maker's own page has the final word.

Facts from Zingg's own pages

AI matching
Its machine-learning matcher learns from labeled examples to find matches that fixed rules can miss. · zingg.ai, 15 Oct 2026
CLI
The command-line interface runs labeling, training, matching and Python programs through zingg.sh. · docs.zingg.ai, 15 Oct 2026
Community praise
A Provenance engineering case study reports an active Slack community, regular releases and very few operational issues in production use. · zingg.ai, 15 Oct 2026
Contact response
The comparison page says the team will reach out within 1–2 business days after an inquiry. · zingg.ai, 3 Oct 2026
Deterministic matching
Enterprise editions combine probabilistic and deterministic matching in one flow and support identifiers such as email, SSN and passport ID. · zingg.ai, 15 Oct 2026
Docker install
The documented Docker workflow pulls zingg/zingg:0.5.0 and starts it with an interactive shell. · docs.zingg.ai, 15 Oct 2026
Documentation depth
Documentation covers installation, command-line use, Python APIs, connectors, cloud platforms, security, FAQs and step-by-step examples. · docs.zingg.ai, 15 Oct 2026
Entity coverage
The product is positioned for customers, suppliers, products, locations and other entity types. · zingg.ai, 15 Oct 2026
File formats
The connector layer supports formats including Parquet, Avro, JSON, XLSX, CSV and TSV. · docs.zingg.ai, 15 Oct 2026
Funding information
The opened Crunchbase page exposed performance metrics and placeholder recent-event entries but no usable funding amount or named funding round. · crunchbase.com, 15 Oct 2026
GitHub activity
The public repository showed about 1.3k stars, 178 forks, 91 issues and 23 pull requests when opened. · github.com, 15 Oct 2026
Headquarters
Lewes, Delaware, United States · zingg.ai, 28 Sept 2026
Incremental processing
Enterprise editions support incremental runs against previously matched data, and Enterprise also supports real time architecture. · zingg.ai, 3 Oct 2026
Independent company profile
LinkedIn describes Zingg.AI as a privately held software-development company headquartered in San Francisco with 2–10 employees and founded in 2021. · linkedin.com, 15 Oct 2026
Independent comparison
Data Stack Hub lists Zingg as an open-source machine-learning entity-resolution tool for record linkage, matching and deduplication, with no G2 rating displayed. · datastackhub.com, 15 Oct 2026
Independent integration evidence
AWS published a 23 May 2024 tutorial showing Zingg used inside AWS Glue notebooks and ETL jobs for entity resolution. · aws.amazon.com, 15 Oct 2026
Independent limit: engineering burden
MatchLogic says Zingg requires engineering ownership of operations, review, survivorship and access control and may require statistical or machine-learning expertise. · matchlogic.io, 15 Oct 2026
Independent praise: control
MatchLogic describes Zingg as free open-source software giving engineering teams control over the resolution model and the ability to scale on Spark and warehouses. · matchlogic.io, 15 Oct 2026
Integrations
Documented connectors include Databricks, Snowflake, Cassandra, S3, Azure, Elastic, Exasol, relational databases and Spark-supported sources. · docs.zingg.ai, 15 Oct 2026
Intended users
The maker describes Zingg as a tool for analytics engineers and data scientists to integrate data silos and build unified views at scale. · docs.zingg.ai, 3 Oct 2026
Interactive labeling
Zingg provides an interactive labeling workflow so users can train matching models with selected record pairs. · zingg.ai, 15 Oct 2026
Language matching
The product page lists matching for Chinese, Japanese, Thai, Hindi, German, French, and Greek without language specific setup. · zingg.ai, 3 Oct 2026
Licence
The public Zingg repository is licensed under GNU Affero General Public License version 3.0. · github.com, 15 Oct 2026
Limit: pre-1.0 maturity
The Provenance case study characterizes Zingg as pre-1.0, although the user says it was viable for production in that deployment. · zingg.ai, 15 Oct 2026

Where Zingg stands on Freedom251

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