Best ApexSQL Generate Alternatives in 2026

Paid#10 of 28 in Test Data Generation Tools

The top ApexSQL Generate alternatives are MOSTLY AI, Synthesized and Tonic Fabricate: 15 test data generation tools our editors would look at instead of ApexSQL Generate, in our ranking order.

7.8/10★★★★☆Editor score

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ApexSQL Generate7.8 Visit ApexSQL

• 15 alternatives
• Updated Oct 2026
• Our ApexSQL Generate verdict

ApexSQL Generate: A focused Windows tool for repeatable, relational SQL Server test datasets. Where it falls short: windows-only platform support.

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1. 1
   
   MOSTLY AI 9.4

   Best forEnterprise relational synthetic data teams

   A broad synthetic-data platform for enterprise relational data teams.

   • Relational data
   • API data generation

   Free plan Our MOSTLY AI verdict → + Compare Visit MOSTLY AI
   9.4/10★★★★★

   Visit MOSTLY AI
2. 2
   
   Synthesized 9.2

   Best forSchema-faithful database test data

   A database-focused platform for schema-faithful synthetic data and protected test environments.

   • Relational data
   • API data generation

   Free plan Our Synthesized verdict → + Compare Visit Synthesized
   9.2/10★★★★★

   Visit Synthesized
3. 3
   
   Tonic Fabricate 9.0

   Best forAI-assisted relational test data generation

   A flexible choice for AI-assisted relational test data with API and export workflows.

   • Relational data
   • API data generation

   Free plan · paid from $29/mo Our Tonic Fabricate verdict → + Compare Try Tonic Fabricate
   9.0/10★★★★☆

   Try Tonic Fabricate
4. 4
   
   YData Synthetic 8.8

   Best forMulti-format and time-series datasets

   A broad synthetic-data toolkit for multi-format, relational, and time-series generation.

   • Relational data
   • API data generation

   Free plan · paid from $1 Our YData Synthetic verdict → + Compare Visit YData
   8.8/10★★★★☆

   Visit YData
5. 5
   
   Benerator 8.7

   Best forOpen-source enterprise test-data pipelines

   A broad, open-source test-data toolkit for relational, file-based, and CI workflows.

   • Relational data
   • API data generation

   Free plan Our Benerator verdict → + Compare Visit Benerator
   8.7/10★★★★☆

   Visit Benerator
6. 6
   
   GenRocket 8.5

   Best forDeterministic enterprise test data

   Deterministic test data automation with broad formats, APIs, masking, and CI/CD support.

   • Relational data
   • API data generation

   Pricing on request Our GenRocket verdict → + Compare Visit GenRocket
   8.5/10★★★★☆

   Visit GenRocket
7. 7
   
   Synthetic Data Vault 8.4

   Best forAPI-first synthetic data development

   A broad Python-based toolkit for generating, evaluating, and exporting synthetic data.

   • Relational data
   • API data generation

   Free plan Our Synthetic Data Vault verdict → + Compare Visit site
   8.4/10★★★★☆

   Visit site
8. 8
   
   Mockaroo 8.3

   Best forAffordable schema-based mock data

   A flexible schema-based generator with APIs, mock endpoints, and self-hosted Enterprise deployment.

   • Relational data
   • API data generation

   Free plan · paid from $60/yr Our Mockaroo verdict → + Compare Visit Mockaroo
   8.3/10★★★★☆

   Visit Mockaroo
9. 9
   
   Snowfakery 7.9

   Best forDeveloper-controlled relational fixtures

   A developer-controlled way to generate relational test data from YAML recipes.

   • Relational data
   • API data generation

   Open source Our Snowfakery verdict → + Compare Visit Snowfakery
   7.9/10★★★★☆

   Visit Snowfakery
10. 11
    ED
    EMS Data Generator for MySQL 7.6

    Best forMySQL database generation

    A focused MySQL generator with relational controls, previews, templates, and CLI support.

    • Relational data

    14-day trial Our EMS Data Generator for MySQL verdict → + Compare Visit EMS Software
    7.6/10★★★★☆

    Visit EMS Software
11. 12
    
    Generatedata 7.5

    Best forVisual self-hosted dataset creation

    A practical visual generator for synthetic datasets, with strong format coverage and self-hosting.

    • Relational data

    Free plan Our Generatedata verdict → + Compare Visit Generatedata
    7.5/10★★★★☆

    Visit Generatedata
12. 13
    M
    MockNeat 7.4

    Best forProgrammatic Java test data

    A broad, code-first choice for Java teams generating synthetic test data.

    • Relational data
    • API data generation

    Free plan Our MockNeat verdict → + Compare Visit MockNeat
    7.4/10★★★★☆

    Visit MockNeat
13. 14
    
    Synthea 7.3

    Best forSynthetic healthcare patient populations

    A focused, self-hosted generator for lifelike synthetic healthcare data and standards-based exports.

    • Relational data

    Free plan Our Synthea verdict → + Compare Visit Synthea
    7.3/10★★★★☆

    Visit Synthea
14. 15
    F
    Faker 7.2

    Best forPython application fixtures

    A free, open-source Python library for reproducible synthetic test data.

    • API data generation

    Free plan Our Faker verdict → + Compare Visit Faker
    7.2/10★★★★☆

    Visit Faker
15. 16
    JS
    JSON Schema Faker 7.1

    Best forJSON Schema-driven API mocks

    A focused open-source tool for deterministic JSON Schema-based mocks and test fixtures.

    • API data generation

    Open source Our JSON Schema Faker verdict → + Compare Visit site
    7.1/10★★★★☆

    Visit site

ApexSQL Generate vs Each Alternative

#	Tool	Free plan	Paid from	Generation modes	Relational data	API data generation	Supported data formats	Deployment	Generation limit	Score
10	ApexSQL Generate	No	—	Synthetic	Yes	Yes	SQL, XML, CSV, JSON, Excel	—	—	7.8
1	MOSTLY AI	Yes	—	Synthetic	Yes	Yes	CSV, Parquet, XLSX	Hybrid	—	9.4
2	Synthesized	Yes	—	Synthetic	Yes	Yes	PostgreSQL, Oracle, MySQL, SQLite, Microsoft SQL Server, Snowflake, DB2 LUW, CSV, XML, SAP HANA	Hybrid	—	9.2
3	Tonic Fabricate	Yes	$29/mo	Synthetic	Yes	Yes	CSV, JSON, XML, SQL, PDF, DOCX, EML, relational databases, Apache Avro, Apache Iceberg, Apache Parquet	Hybrid	—	9.0
4	YData Synthetic	Yes	$1/unit usage-based	—	Yes	Yes	CSV, Parquet, PDF, DOCX, HTML	Hybrid	—	8.8
5	Benerator	Yes	—	Synthetic	Yes	Yes	CSV, Excel, fixed-width, JSON, XML, DbUnit, SQL	Hybrid	—	8.7
6	GenRocket	No	—	—	Yes	Yes	SQL, NoSQL, XML, JSON, REST API, CSV, EDI, Kafka, SOAP, Parquet, Avro	Hybrid	—	8.5
7	Synthetic Data Vault	Yes	—	Synthetic	Yes	Yes	CSV, Excel, pandas DataFrame, JSON metadata	Self-hosted	—	8.4
8	Mockaroo	Yes	$60/yr	Synthetic	Yes	Yes	CSV, JSON, SQL, Excel, TXT, custom-delimited text, XML	Hybrid	100000 records	8.3
9	Snowfakery	—	None	Synthetic	Yes	Yes	JSON, TXT, CSV, SQL, DOT, SVG, SVGZ, JPEG, PS, PNG	Self-hosted	—	7.9
11	EDEMS Data Generator for MySQL	No	—	Synthetic	Yes	—	SQL, MySQL	—	—	7.6
12	Generatedata	Yes	—	Synthetic	Yes	—	JSON, CSV, SQL, XML, HTML, JavaScript, TypeScript, PHP, Perl, C#, Ruby, Python	Hybrid	—	7.5
13	MMockNeat	Yes	None	Synthetic	Yes	Yes	JSON, XML, CSV, SQL	Self-hosted	—	7.4
14	Synthea	Yes	None	Synthetic	Yes	—	HL7 FHIR R4; HL7 FHIR STU3; HL7 FHIR DSTU2; Bulk FHIR NDJSON; C-CDA; CSV; CPCDS	Self-hosted	—	7.3
15	FFaker	Yes	None	Synthetic	No	Yes	JSON, CSV, DSV, PSV, TSV, fixed-width, binary, XML	—	—	7.2
16	JSJSON Schema Faker	—	None	Synthetic	No	Yes	JSON, YAML	Self-hosted	—	7.1

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated 7 Oct 2026 · How we research and update