Data Scraping & Pipelines

Raw data becomes valuable when it's collected responsibly, cleaned correctly, and delivered to the systems that need it—reliably and repeatedly.

Discuss Your Data Needs

What We Do

Data extraction (responsible, source-aware)

Extraction from APIs, feeds, exports, and permitted web sources
Scheduled collection with rate limits and resilience patterns
Source change handling (site structure changes, schema changes, versioning)

Cleaning, validation, and transformation

Normalization of messy fields (names, SKUs, categories, pricing formats, dates)
Deduplication and validation rules to reduce bad downstream data
Enrichment where appropriate (joining datasets, reference lookups, mapping tables)

Pipeline delivery into your systems

Load data into databases like PostgreSQL
Export to CSV/JSON formats for internal tooling
Feed analytics dashboards and reporting layers
Integrate with operational platforms (including WooCommerce where relevant)

Monitoring and reliability

Failure alerts and logging so issues don't silently accumulate
Retry logic and safe re-runs to avoid duplicate writes
Change detection and basic data quality checks

Common Use Cases

Competitive research and market monitoring from permitted data sources
Inventory and catalog consolidation from multiple systems
Automated reporting datasets for executive dashboards
Operational feeds that power internal tools and automation

Compliance & Practical Constraints

Data collection depends on the source's terms, access methods, and constraints. Middletek designs pipelines that respect source limitations and emphasizes transparency about what is technically and contractually feasible for a given dataset.

Note: We focus on responsible data collection from permitted sources only.

Deliverables (Typical)

Pipeline code + scheduling strategy
Data model and mapping documentation
Validation rules and error handling notes
Operational runbook: how to run, monitor, and troubleshoot

FAQs

Do you guarantee access to any website or dataset?

No. Access depends on the source's terms, technical constraints, and available integration methods.

Can pipelines run in real time?

Sometimes. The appropriate cadence depends on the source, rate limits, and business need.

Data in Scattered Places?

If your business relies on data that currently lives in scattered places, Middletek can build reliable pipelines to bring it into one usable system.

Discuss Your Pipeline