Back to Data Services
    DATA COLLECTION PIPELINE

    Data Collection Pipeline — Web Scraping, ETL & API Integration

    Build robust, scalable data collection pipelines tailored to your AI training requirements — from web scraping to API ingestion to human-powered data gathering.

    Build Your Pipeline

    Technology Partners

    Microsoft AzureMicrosoft Azure◆Google CloudGoogle Cloud◆AWSAWS◆NVIDIANVIDIA◆OpenAIOpenAI◆Hugging FaceHugging Face◆Meta AI◆Anthropic◆LangChainLangChain◆PineconePinecone◆Microsoft AzureMicrosoft Azure◆Google CloudGoogle Cloud◆AWSAWS◆NVIDIANVIDIA◆OpenAIOpenAI◆Hugging FaceHugging Face◆Meta AI◆Anthropic◆LangChainLangChain◆PineconePinecone◆

    Great AI Starts With Great Data

    Off-the-shelf datasets rarely match your specific needs. We design and build custom data collection pipelines that deliver clean, structured, relevant data at the scale your models require.

    CAPABILITIES

    End-to-End Data Collection

    Web Scraping

    Custom crawlers for structured and unstructured web data with anti-blocking and rate limiting.

    API Integration

    Connect to third-party APIs, internal systems, and data providers with automated ingestion.

    Database Extraction

    ETL pipelines from legacy databases, data warehouses, and enterprise systems.

    Crowdsourcing

    Managed human data collection with quality controls, task design, and workforce management.

    OUR PROCESS

    Pipeline Development Lifecycle

    01

    Requirements Analysis

    Define data types, volumes, frequency, and quality standards.

    02

    Source Identification

    Evaluate and select optimal data sources for your needs.

    03

    Pipeline Architecture

    Design scalable collection, validation, and storage workflows.

    04

    Build & Test

    Implement pipelines with monitoring, error handling, and retry logic.

    05

    Deploy & Monitor

    Production deployment with alerting, logging, and performance dashboards.

    KEY FEATURES

    Built for Production

    Smart Filtering

    Automatic deduplication, relevance scoring, and noise removal.

    Compliance-Ready

    GDPR/KVKK compliant collection with consent tracking and PII handling.

    Real-Time & Batch

    Support for both streaming and scheduled batch collection modes.

    Custom Transformations

    Data normalization, enrichment, and format conversion on ingestion.

    Related Services

    Annotation ServicesData Quality AuditCustom Training Datasets
    Get Started

    Ready to build something real?

    Let's align on your AI goals and define the next steps that will create real business value.

    Get in TouchView All Services