Data sources
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Sample Data (Faker)

Integrate Sample Data — Test Your Pipeline

Generate realistic test datasets with Faker for development and QA environments. Send mock data to any warehouse or BI tool for pipeline validation.

500+
Data Sources
46K+
Metrics
99.9%
SLA
<5 min
Setup
SOC 2
Type II
Why Improvado

Generate sample data for testing pipelines

Improvado's Faker integration creates realistic sample datasets that mirror actual marketing data structures. Generate mock campaigns, leads, revenue, and attribution data with proper relationships and realistic metrics. Sample data follows the same schema as real marketing platforms for accurate testing. Refresh datasets on demand to test different scenarios and edge cases.

Sample Data (Faker) Improvado
Snowflake BigQuery Redshift Tableau Power BI AI Agent
46K+ metrics 500+ sources No code Auto-refresh
Your sources
Sample Data (Faker) + 500 more
Marketing Common Data Model
Same metrics
Same schema
Any destination
Unified Data

Test unified data models before production

Sample data flows through Improvado's Marketing Common Data Model just like real platform data. Test data transformations, dashboard logic, and reporting workflows without affecting production systems. Validate cross-platform attribution models using mock data from multiple simulated sources. Teams can develop and test analytics processes while waiting for actual platform connections.

Use Cases

What users ask their Sample Data (Faker) integration

Cross-channel
Test new dashboard designs with realistic sample data before connecting real platforms
2 days → 30 min
Budget optimization
Validate attribution models using sample multi-touch customer journey data
4 hrs → 15 min
Executive reporting
Train team members on new reporting tools using safe sample datasets
Manual → auto
AI Agent Access

Go beyond dashboards — give your AI agent direct access to ad data

Improvado MCP connects your ad platform data to Claude, ChatGPT, Cursor, and any MCP-compatible AI tool. Read metrics, launch campaigns, monitor anomalies — all through one protocol.

Explore MCP →
Ideate
Launch
Measure
Analyze
Report
Iterate
📖

Read

Pull ROAS, CPA, search terms, geo data — across every account and campaign type. Your AI agent handles the API calls.

🚀

Write

Launch campaigns, pause underperformers, adjust bids and budgets. Every action logged, governed, and reversible.

Monitor

Set up CPA alerts, budget pacing watches, and weekly auto-reports. Problems caught before they eat your budget.

40K+
Harmonized metrics
250+
Governance rules
500+
Connectors
40h+
Saved weekly
Works with Claude ChatGPT Cursor Gemini Any MCP Client
99.9% SLA
Data warehouse
Managed storage
Cross-channel
Deep granularity
Attribution

Extract data from 500+ data sources

Connect and manage all your marketing data sources in one platform, both in the cloud or on-premise.

Load data to any data warehouse

Connect multiple data sources and analyze them as if they were a single database.

Combine, map, and normalize data to produce a comprehensive data set surrounding your marketing activities.

Transform your data without SQL skills

Analyze data in
real-time

You can use it directly with your favorite business intelligence tools, ingest it to econometric models and populate the enterprise data warehouse

Get analysis-ready data for marketing analytics

Get all your data in one place instantly

SOC 2 Type II

Auditing procedure that ensures secure management of data.

HIPAA

Complies with Health Insurance Portability
and Accountability Act (HIPAA)

Improvado is GDPR compliant.
GDPR

General Data Protection Regulation (GDPR) Certified

Improvado is CCPA compliant.
CCPA

Complies with California Consumer Privacy Act (CCPA)

Centralize all your marketing data in one place

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You can analyze data from 500+ data sources

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G2 Crowd logo
Capterra logo

A great customer service that always tries to be helpful with a "how can we make it" approach. They understand your needs, provide all relevant solutions to successfully implement them, and make your job done.

Ahmet Sergen D
Ahmet Sergen D
Regional Digital Manager
Ahmet Sergen D
Regional Digital Manager

A great customer service that always tries to be helpful with a "how can we make it" approach. They understand your needs, provides all relevant solutions to successfully implement them, and make your job done.

If you consider hiring Improvado, you are also a hiring team that supports you to achieve your goals to become a more data-driven company.

Improvado is helping us to aggregate our paid marketing data from multiple channels and present it in a meaningful way. We are more efficient with reporting our campaign results and have better ideas about what's going on easily.

Read the case study
G2 Crowd logo
Capterra logo

Professional, responsive and willing to go the extra mile to help. They are a solution to connect to most advertising platforms and provide a multitude of metrics from these platforms

They are willing to go the extra mile to attend to your query and help to the best they can.

Helping to connect to various advertising platform such as Google Ads, Facebook, DV360, Trade Desk.

They are a solution to connect to most advertising platform and provide a multitude of metrics from these platforms

Read the case study

Frequently Asked Questions

What types of sample data can Improvado generate?
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Improvado generates sample data for campaigns, leads, conversions, revenue, customer journeys, and attribution touchpoints. Data includes realistic metrics like CTR, conversion rates, and revenue amounts with proper statistical distributions. Sample datasets mirror real marketing platform schemas for accurate testing.
How realistic is the generated sample data?
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Sample data uses realistic business logic with proper relationships between campaigns, customers, and conversions. Metrics follow industry benchmarks for CTR, conversion rates, and customer lifetime values. Data includes seasonal patterns, weekend effects, and other real-world variations found in actual marketing data.
Can I customize the sample data parameters?
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Yes, you can specify date ranges, volume levels, metric ranges, and campaign types for generated data. Configure customer journey complexity, attribution touchpoints, and revenue distributions to match your testing needs. Adjust data characteristics to simulate different business scenarios and edge cases.
Does sample data work with all Improvado destinations?
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Sample data flows to the same destinations as real marketing data - BigQuery, Snowflake, Redshift, Azure, Tableau, Power BI, and Looker. Use identical data pipeline configurations to test warehouse loading, transformation logic, and BI tool connections. Switch from sample to real data without changing destination settings.
How do I replace sample data with real platform data?
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Simply disable the Faker connector and enable your actual marketing platform connections. Real data will flow through the same pipeline and destination configurations you tested with sample data. No changes needed to warehouse schemas, transformations, or dashboard connections.
Is sample data generation included in all plans?
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Sample data generation is available across Improvado plans for testing and development purposes. Generate unlimited sample datasets during trial periods and for ongoing testing needs. Contact support for specific volume requirements or custom sample data scenarios.