Layer 1
Layer 1
Real Traffic. Real Data. Real Tests.

Automated Test Data Generation
From Real Traffic.

Keploy records and analyzes real traffic to generate context-aware, IP-localized, realistic test data, not random values.

Generate Test Data from Recorded Traffic

Keploy platform showing automated test data generation from real traffic

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AUTOMATIC LOCALIZATION

Smart LocalizationAnd Automatic IP-Aware Test Data

Other tools generate the same data. Keploy automatically generates context-aware data.

IP-Aware Generation

Automatically detects location and generates contextually appropriate test data

Format Perfect Data

Currency, phone, address formats tailored to each region

Global Coverage

Data based on different regions and locales out of the box

Select Region

Live Preview

India

IN
💰currency
₹2,499
📱phone
+91 98765 43210
✉️email
user@example.in
📍address
M.G. Road, Bangalore
Realistic ip-aware data generation

Other Tools

API Dog
Mockaroo
Faker.js
RandomUser

Same generic data everywhere

🇮🇳india
🇮🇹italy
🇺🇸usa
IP Location:106.51.72.194
{
..."item_name": "Placeholder Food"
..."category": "Generated"
..."price": "9.99"
..."region": "N/A"
}
⚠️Same generic data for every region - no localization intelligence

KEPLOY

Automatically adapts to each region

🇮🇳india
🇮🇹italy
🇺🇸usa
IP Location:106.51.72.194
{
..."item_name": "Shahi Paneer"
..."category": "North Indian"
..."price": "₹450.00"
..."region": "IN"
}
Perfect localization! Automatically adapts to each region with appropriate data.
LIVE IN ANY ENVIRONMENT

Generate Real Tests. Record From Real Traffic.

Keploy captures real traffic from your environment. Analyzes the interactions to generate test cases that reflect real behavior.

Production/Environment

Recording from your Environment

User Requests
API Calls
Database Queries
Service Responses
Cache Hits
Event Streams
Message Queues
Background Jobs
Keploy Logo

Keploy Agent

Intelligent Recorder
0
Requests Captured

Test Data Generated (Ready To Use)

Mocked database queries and generated production-like test data.

PostgreSQLPostgreSQLMongoDBMongoDBSupabaseSupabaseNeonDBNeonDB

Mocked payment gateways and captured real transaction flows to generate test data.

StripeStripeRazorpayRazorpayPayPalPayPal

Mocked auth flows with realistic identities and tokens to generate test data.

OAuth2OAuth2JWTJWTSSOSSO

Mocked external APIs with environment-agnostic payloads and generated test data.

3rd-party APIsWebHooksWebHooks

Mocked downstream microservices for deterministic responses and generated relevant test data.

User ServiceInventoryBilling

Incoming Requests

LIVE

Generated Test Data

READY TO USE
REALISTIC & RELEVANT DATA

Generate Realistic and Relevant Test Data

Other tools give irrelevant placeholder data, Keploy generates meaningful data that helps you test real scenarios.

API Specification

ROOTobject
user_namestring
user_mailstring
contact_nostring
profile_picstring
locationobject
regionstring
townstring
streetstring
joined_onstring
ip_logstring

Other Mock Tools:

Generates irrelevant random data

1{
2 "user_name": "Lorem Ipsum",
3 "user_mail": "dolor.sit@amet.com",
4 "contact_no": "000-000-0000",
5 "profile_pic": "https://placehold.co/64x64",
6 "location": {
7 "region": "Unknown",
8 "town": "N/A",
9 "street": "Generated Placeholder Street"
10 },
11 "joined_on": "YYYY-MM-DD",
12 "ip_log": "0.0.0.0"
13}
⚠️Irrelevant data! Lorem Ipsum and 0.0.0.0 won't catch real bugs.

KEPLOY:

Generates relevant, realistic data

1{
2 "user_name": "Amaan Bhati",
3 "user_mail": "amaan.bhati@keploy.io",
4 "contact_no": "+91 90351 17842",
5 "profile_pic": "https://amaanbhati.cloud/me",
6 "location": {
7 "region": "Karnataka",
8 "town": "Bengaluru",
9 "street": "HSR Layout, Sector 6"
10 },
11 "joined_on": "2024-11-05T14:22:38Z",
12 "ip_log": "106.51.72.194"
13}
Relevant, meaningful data that reflects real user scenarios!
AI-POWERED INTELLIGENCE

Keploy generates valid
test data in correct format.

Most tools generate random strings, invalid formats, and unrealistic edge cases. Keploy produces relevant, valid test data that mirrors real scenarios.

Real Data from Traffic

Captures actual user data from production APIs instead of generating random placeholders

Correct Data Types

Preserves proper formats - emails, phone numbers, currencies - exactly as they appear in production

Realistic Values

Data respects real-world constraints and patterns, preventing false test failures

Edge Cases Included

Captures production edge cases and anomalies that random generators would never create

Random Data

Traditional generators

NameINVALID
xJ9kL2mP

Random string

EmailINVALID
123@test.test

Invalid format

PhoneINVALID
000-000-0000

Fake number

AddressINVALID
Test St, Test City

Generic placeholder

ProductINVALID
Item #99999

Not real product

PriceINVALID
$999,999.99

Unrealistic value

User IDINVALID
user_999999

Generic ID format

Order DateINVALID
2099-01-01

Future date

CategoryINVALID
CATEGORY_X

Placeholder category

StatusINVALID
STATUS_999

Invalid status code

0%
Reliable
25h
Wasted
Low
Quality

Keploy's Data

From real traffic

NameVALID
Priya Sharma

Real user from Mumbai

EmailVALID
priya.s@company.com

Valid email format

PhoneVALID
+91 98765 43210

Real Indian number

AddressVALID
MG Road, Bangalore

Actual location

ProductVALID
Biryani Combo

Real menu item

PriceVALID
₹499

Market-realistic price

User IDVALID
usr_5f7a2e8c1b

Real user identifier

Order DateVALID
2024-01-15 14:30:00

Actual timestamp

CategoryVALID
Food & Beverage

Meaningful category

StatusVALID
completed

Valid order status

100%
Reliable
5m
Setup
High
Quality

Click to compare the random data generated by other tools vs AI powered by Keploy

Random Data

User: xkcd1234

Meaningless strings

Click to see Keploy version

AI-Powered

User: john.doe@example.com

Real user patterns

AI-Powered by Keploy

Random Phone

+1-000-000-0000

Invalid format

Click to see Keploy version

Valid Phone

+1-555-0123

Real format

AI-Powered by Keploy

Fake Card

1111-1111-1111-1111

Won't work in tests

Click to see Keploy version

Test Card

4532-****-****-1234

Valid test format

AI-Powered by Keploy

Bad Date

99/99/9999

Invalid dates

Click to see Keploy version

Real Date

2024-10-15

Contextual timing

AI-Powered by Keploy

Random URL

http://test.test

Broken links

Click to see Keploy version

Real URL

https://api.example.com/v1

Production-like

AI-Powered by Keploy

Random Price

$999999.99

Unrealistic values

Click to see Keploy version

Market Price

$49.99

Real-world pricing

AI-Powered by Keploy
☁️CLOUD MOCK REGISTRY

Keep Your Repo Lightning Fast

Large mock files slow down your repository. Keploy auto uploads them to cloud storage after successful tests, keeping repo lightweight and not making it heavy with too much data.

Lightweight Repo

No large files committed to Git. Faster clones and pulls for your entire team.

90% smaller

Auto-Upload

Mocks automatically uploaded after successful test runs. Zero manual work.

Fully automated

Smart Sync

Cloud mocks take priority. Missing locally? Downloaded automatically during tests.

Always in sync

Secure Storage

Choose public for shared mocks or private for sensitive data. Full access control.

Enterprise-grade

When tests pass: Mocks upload to cloud, config.yml generated, and files added to .gitignore

📁

Local Git Repository

Your project folder

📦 mocks/12 files • 45MB
├── test-1.yaml3.2MB
├── test-2.yaml5.8MB
├── test-3.yaml4.1MB
└── ... 9 more files
⚠️ Large files committed to Git!
📄 .gitignore
Not yet updated
⚙️ config.yml
Will be generated after upload
⚠️
Repository Status
Heavy Repository
45MB of mocks in Git • Slow operations
⏸️
Starting...
Keploy Logo

Keploy Cloud Storage

Mock Registry

☁️
Waiting for upload...

Test Execution

Run tests and generate

Test Validation

Validate all test cases

Mock Collection

Gather all mock files

Data Processing

Compress and encrypt

Cloud Upload

Upload to cloud

Config Generate

Generate config file

Update Gitignore

Update ignore rules

Complete Ready

Ready for team use

CI/CD READY • PIPELINE SAFE

Tests that don't break in CI/Cd Pipelines

Keploy makes your test data and test runs behave the same on your laptop and inside CI pipelines.

Problem

Tests that work locally fail in CI/CD due to environment differences and missing setup.

Keploy Solution

Keploy tests run consistently in any CI/CD environment with zero configuration.

Key Benefits

  • Works seamlessly with GitHub Actions, GitLab CI, Jenkins
  • Zero environment-specific configuration
  • Reproducible results across all environments
  • Tests run deterministically in CI pipelines
  • Built-in reporting and failure tracking
Keploy CI/CD visualization
Trusted by Teams

Why Everyone Choose Keploy?

Compare Keploy against other test data generation tools and platforms

Data Accuracy

How closely test data matches production reality

Keploy
99.9%
APIdog
60-70%
Tonic.ai
70-80%
YData
40-50%
Other Tools
30-40%

Real Edge Cases

Ability to capture actual edge cases from production

Keploy
Auto-discovered
APIdog
Manual only
Tonic.ai
Synthetic gen
YData
Limited
Other Tools
None

Localization

Context-aware data for different regions

Keploy
IP-based auto
APIdog
Configurable
Tonic.ai
Rule-based
YData
Basic
Other Tools
Generic

Test Reliability

How often tests pass consistently

Keploy
98%
APIdog
70%
Tonic.ai
75%
YData
50%
Other Tools
40-50%

Data Freshness

How up-to-date the test data stays

Keploy
Always current
APIdog
Manual sync
Tonic.ai
Scheduled
YData
Static
Other Tools
Goes stale

Setup Time

Time to get your first test data

Keploy
5 minutes
APIdog
2-4 hours
Tonic.ai
4-8 hours
YData
1-2 days
Other Tools
2-3 days

Data Generation

Time to generate comprehensive test suite

Keploy
Instant
APIdog
10-15 min
Tonic.ai
30-60 min
YData
2-4 hours
Other Tools
10-15 hours

Maintenance

Ongoing effort to keep data current

Keploy
Auto-sync
APIdog
Weekly
Tonic.ai
Bi-weekly
YData
Monthly
Other Tools
Constant fixing

Test Coverage

Number of test scenarios generated

Keploy
100+ cases
APIdog
20-30 cases
Tonic.ai
15-25 cases
YData
10-15 cases
Other Tools
5-10 cases

Learning Curve

How much you need to learn

Keploy
Zero
APIdog
Moderate
Tonic.ai
Moderate
YData
Steep
Other Tools
Steep

Configuration

Amount of setup required

Keploy
One command
APIdog
Some setup
Tonic.ai
Complex setup
YData
Complex
Other Tools
Complex

Integration

How easy to add to existing projects

Keploy
No code change
APIdog
Library install
Tonic.ai
API integration
YData
Code changes
Other Tools
Code changes

Documentation

Quality of documentation and guides

Keploy
Comprehensive
APIdog
Good
Tonic.ai
Average
YData
Limited
Other Tools
Basic

Features Won

13/13

Superior in every category

Data Accuracy

99.9%

Production-grade quality

Time Saved

99.7%

Compared to manual

Setup Time

5 min

Fastest in category

Ready to Improve Your Testing?

Switch to production-quality test data with Keploy - the only tool that captures real traffic

FAQs

Test data generation in Keploy involves creating realistic mock data automatically by recording API calls and replaying them. This eliminates the need for manual stubs and accelerates automated test data generation.

Keploy provides a test data generator that captures real API interactions to generate realistic test data. This helps developers test their applications with accurate mock data for backend services, APIs, and databases.

Yes, Keploy supports database test data generators for SQL, MongoDB, DynamoDB, Redis, and more. It enables developers to generate mock data sets for testing different database systems without writing custom scripts.

Keploy includes a mock data generator for API endpoints. It can simulate backend services such as Twilio, S3, and Google Maps, helping developers test without depending on external APIs.

Yes, Keploy is an open-source test data generation tool. Developers can use it as a free mock data generator to automate test creation and generate dummy data for testing applications.

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