As a development company we design custom aggregator platforms around real data flows — with tailored logic, format normalization, and infrastructure that scales with your growing data sources.
50 sources. 50 different formats.
Custom parsing turns messy feeds into usable structure.
Data everywhere. No way to act.
Aggregator platforms become a single, usable layer.
Everything updates — just not here.
API aggregator with real-time sync keeps data fresh.
Built once. Broken too often.
Fallback logic keeps integrations stable.
We scope each build individually — based on your data sources, sync logic,
and platform complexity.
We've worked with Toimi on two projects now, and both times the result was spot on. Timelines were realistic, communication was clear, and the team handled all details without us having to chase.
They didn't just ship features — they explained trade-offs, suggested improvements, and really thought about long-term use. Felt like an extension of our team.
Fast, professional, and no overcomplication. Our landing page went live on schedule and performed better than expected.
Easy to work with, thank you!
Didn’t find what you were looking for? Drop us a line at info@toimi.pro.
We develop price comparison platforms, service marketplaces, data aggregators, and multi-vendor directories tailored to Arlington's economy. Given the concentration of government contractors in Crystal City and Rosslyn's tech corridor, we often build aggregators that consolidate compliance data, vendor catalogs, or procurement resources. Our solutions handle real-time data feeds, automated scraping, API integrations, and custom filtering systems. Whether you need a B2B marketplace for defense suppliers or a consumer-facing price engine, we architect platforms that scale with your user base and data volume.
Budget depends on the number of data sources, complexity of matching algorithms, and required integrations — costs typically start from several thousand dollars for simpler projects. An aggregator pulling from 5-10 sources with basic filtering differs significantly from a platform that normalizes data across hundreds of vendors with machine learning recommendations. Arlington clients in the consulting and professional services sectors often need custom authentication layers and compliance features, which affect scope. We provide a detailed quote after reviewing your data sources, business logic requirements, and expected traffic. Exact pricing is defined once we analyze your project brief.
A minimum viable aggregator with core data collection and display typically takes 8-12 weeks, though Arlington projects involving government data standards or security clearances may require additional time. The timeline includes data source analysis, scraper or API development, database design, search and filtering implementation, and front-end interface. We work in sprints, delivering testable modules every two weeks so you can validate data accuracy and user flows early. Complex features like user accounts, saved searches, price alerts, or vendor dashboards extend the schedule. We provide a project roadmap during the discovery phase that accounts for your specific data ecosystem.
Defense contractors near the Pentagon frequently need aggregators that consolidate supplier catalogs, compliance documentation, or project bidding data across multiple platforms. Arlington's thriving consulting sector uses aggregators to compare service providers, track industry benchmarks, or manage knowledge repositories. Real estate firms in Ballston and Clarendon deploy property aggregators that pull listings from MLS systems, private databases, and public records. Healthcare organizations aggregate patient resources, provider directories, or medical research. Any Arlington business dealing with fragmented data sources across vendors, partners, or public databases gains efficiency through a purpose-built aggregator.
Our aggregators integrate with REST APIs, GraphQL endpoints, XML feeds, CSV imports, web scraping targets, and database connections. For Arlington companies working with government data, we handle formats like JSON-LD, RDF, and agency-specific APIs. We build robust error handling for sources that experience downtime or schema changes, ensuring your platform remains stable even when third-party feeds fail. The system can normalize inconsistent data formats, handle rate limiting, manage authentication tokens, and schedule automated refresh cycles. We design the architecture so you can add new sources without rebuilding core functionality.
We implement validation rules, deduplication algorithms, and data quality checks at ingestion. Each source gets custom parsing logic that accounts for its specific format and quirks — critical for Arlington businesses aggregating from both modern APIs and legacy government systems. Our platforms flag anomalies, track source reliability scores, and provide admin dashboards for manual review of questionable entries. We build reconciliation workflows when the same entity appears differently across sources, using fuzzy matching and manual override capabilities. Regular data audits and automated monitoring ensure your aggregator maintains accuracy as sources evolve.
You get a dedicated project manager and access to our team via Slack, email, or scheduled calls — whichever suits your Arlington work schedule. We typically hold kickoff meetings at your office or via video if you're in Pentagon City or Courthouse, then shift to asynchronous updates with weekly sync calls. You'll see progress in our staging environment continuously, with formal sprint reviews every two weeks where you test new features. All technical decisions, data source integrations, and architecture choices are documented in shared wikis. We're responsive during East Coast business hours and accommodate urgent requests when data sources change unexpectedly or require immediate troubleshooting.
We offer monitoring, maintenance plans, and feature development packages beyond initial deployment. Post-launch support includes data source monitoring, bug fixes, performance optimization, and updates when third-party APIs change — essential for Arlington platforms that depend on federal data feeds or vendor catalogs. We can train your team on the admin panel, set up automated alerts for data issues, and provide documentation for common tasks. If you need to add new sources, expand filtering options, or scale infrastructure as your user base grows, we structure ongoing retainers or project-based engagements. Most Arlington clients choose at least six months of monitoring to ensure smooth operation through the critical adoption phase.