{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_dataset-marketplace","slug":"dataset-marketplace","name":"Dataset Marketplace","type":"dataset","url":"https://brightdata.com","page_url":"https://unfragile.ai/dataset-marketplace","categories":["model-training","testing-quality"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_dataset-marketplace__cap_0","uri":"capability://research.pre.built.dataset.discovery.and.selection","name":"pre-built dataset discovery and selection","description":"Browse and search a catalog of thousands of ready-made datasets across multiple industries and data types. Filter by category, data freshness, and customization options to find datasets matching specific project requirements.","intents":["I need to find quality datasets for my AI training without building scrapers from scratch","I want to explore what data is available in my industry before committing to a custom solution","I need datasets that are already validated and cleaned for immediate use"],"best_for":["data scientists","ML engineers","research teams","business analysts"],"limitations":["catalog may not cover extremely niche or specialized data needs","limited transparency on exact data freshness for all datasets"],"requires":["Bright Data account","basic understanding of data requirements"],"input_types":["search queries","filter parameters"],"output_types":["dataset metadata","pricing information","sample data"],"categories":["research","data"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataset-marketplace__cap_1","uri":"capability://research.dataset.customization.and.filtering","name":"dataset customization and filtering","description":"Customize pre-built datasets by selecting specific fields, geographic regions, time periods, or data segments. Tailor datasets to exact project specifications without needing to request custom scraping.","intents":["I only need specific columns from a dataset, not the entire dataset","I need data for a particular country or region, not global data","I want to filter a dataset to a specific time period or date range"],"best_for":["enterprises with specific data requirements","research teams with narrow focus areas","cost-conscious teams wanting to reduce data volume"],"limitations":["customization options vary by dataset type","some datasets may have minimum order requirements"],"requires":["selected dataset","clear specification of customization needs"],"input_types":["dataset selection","filter criteria","field selection"],"output_types":["customized dataset","updated pricing quote"],"categories":["research","data"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataset-marketplace__cap_2","uri":"capability://research.production.grade.data.delivery.and.integration","name":"production-grade data delivery and integration","description":"Receive datasets through reliable, enterprise-grade infrastructure with guaranteed delivery, multiple format options, and integration support. Data is delivered in production-ready formats with SLA guarantees.","intents":["I need datasets delivered reliably to my production systems without downtime","I want data in formats compatible with my existing data pipeline","I need guaranteed uptime and support for mission-critical data projects"],"best_for":["enterprises","regulated industries","mission-critical projects","large-scale operations"],"limitations":["premium pricing for guaranteed delivery","may require technical setup and integration work"],"requires":["enterprise account","technical infrastructure to receive data","clear integration requirements"],"input_types":["integration specifications","format preferences","delivery schedule requirements"],"output_types":["datasets in multiple formats (CSV, JSON, API, database)","delivery logs","SLA documentation"],"categories":["research","data","infrastructure"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataset-marketplace__cap_3","uri":"capability://research.data.quality.assurance.and.validation","name":"data quality assurance and validation","description":"Access pre-validated, cleaned datasets with quality guarantees and compliance documentation. Datasets are vetted for accuracy, completeness, and compliance with data regulations before delivery.","intents":["I need to ensure the data I'm using is accurate and reliable for AI training","I want to avoid spending weeks cleaning and validating data myself","I need compliance documentation for regulated industries like finance or healthcare"],"best_for":["regulated industries","enterprises with strict data quality requirements","teams without data engineering resources"],"limitations":["quality assurance adds to dataset cost","some data types may have inherent quality limitations"],"requires":["understanding of data quality standards","compliance requirements if applicable"],"input_types":["dataset selection"],"output_types":["quality assurance reports","compliance documentation","data validation metrics"],"categories":["research","data","compliance"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataset-marketplace__cap_4","uri":"capability://research.multi.industry.dataset.access","name":"multi-industry dataset access","description":"Access datasets spanning diverse industries including e-commerce, real estate, weather, social media, and more. Single platform provides cross-industry data without managing multiple vendor relationships.","intents":["I need datasets from multiple industries for a comprehensive market analysis","I want to consolidate my data sourcing through one vendor instead of managing multiple contracts","I need to quickly access data from different sectors for competitive intelligence"],"best_for":["enterprises","research organizations","market research teams","multi-sector businesses"],"limitations":["breadth may come at cost of depth in specialized domains","not all industries equally represented"],"requires":["clear understanding of data needs across industries"],"input_types":["industry selection","data type queries"],"output_types":["cross-industry datasets","comparative data"],"categories":["research","data"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataset-marketplace__cap_5","uri":"capability://research.rapid.project.deployment.with.pre.built.data","name":"rapid project deployment with pre-built data","description":"Launch data projects within weeks instead of months by using pre-built datasets instead of custom scraping and cleaning. Eliminates the time required for data infrastructure setup and validation.","intents":["I need to get my AI project running quickly without waiting for custom data collection","I want to reduce time-to-market for data-driven products","I need to prove a concept quickly before investing in custom data infrastructure"],"best_for":["startups","enterprises with tight deadlines","teams with limited data engineering resources","proof-of-concept projects"],"limitations":["may not be cost-effective for very long-term projects","less flexibility than custom solutions"],"requires":["clear project timeline","defined data requirements"],"input_types":["project specifications","timeline requirements"],"output_types":["ready-to-use datasets","implementation guides"],"categories":["research","data","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataset-marketplace__cap_6","uri":"capability://research.compliance.and.regulatory.documentation","name":"compliance and regulatory documentation","description":"Obtain comprehensive compliance documentation and certifications for datasets used in regulated industries. Includes data lineage, privacy compliance, and regulatory certifications required for enterprise deployments.","intents":["I need to prove data compliance for regulatory audits in my industry","I want documentation showing data privacy and security standards are met","I need to demonstrate data lineage and sourcing for compliance purposes"],"best_for":["regulated industries (finance, healthcare, legal)","enterprises with compliance requirements","organizations subject to data protection laws"],"limitations":["compliance documentation may vary by jurisdiction","additional compliance features may increase costs"],"requires":["understanding of relevant regulations","compliance requirements documentation"],"input_types":["regulatory requirements","industry standards"],"output_types":["compliance certificates","data lineage documentation","privacy impact assessments"],"categories":["research","data","compliance"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataset-marketplace__cap_7","uri":"capability://research.ai.model.training.data.provisioning","name":"ai model training data provisioning","description":"Provide large-scale, high-quality datasets specifically formatted and validated for machine learning model training. Datasets are optimized for AI workloads with proper labeling, balancing, and format compatibility.","intents":["I need large volumes of clean data to train my machine learning models","I want datasets that are already formatted and labeled for AI training","I need diverse, representative data to improve model generalization"],"best_for":["ML engineers","data scientists","AI research teams","enterprises building AI products"],"limitations":["pricing scales significantly with data volume","some specialized domains may have limited availability"],"requires":["understanding of ML data requirements","infrastructure to handle large datasets"],"input_types":["model specifications","data requirements","volume needs"],"output_types":["training datasets","validation sets","data documentation"],"categories":["research","data","AI"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataset-marketplace__cap_8","uri":"capability://research.market.intelligence.and.competitive.analysis.data","name":"market intelligence and competitive analysis data","description":"Access datasets for market research, competitive intelligence, and business insights. Includes pricing data, product information, market trends, and competitor data across industries.","intents":["I need to analyze competitor pricing and product strategies","I want market trend data to inform business decisions","I need to understand market size and growth opportunities in my sector"],"best_for":["business analysts","market researchers","product managers","strategic planners","competitive intelligence teams"],"limitations":["data freshness varies by category","some competitive data may have ethical considerations"],"requires":["clear business questions","understanding of target markets"],"input_types":["market queries","competitor specifications","industry selection"],"output_types":["market data","competitive analysis datasets","trend reports"],"categories":["research","data","business"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataset-marketplace__cap_9","uri":"capability://research.real.time.and.historical.data.access","name":"real-time and historical data access","description":"Access both current/real-time data and historical datasets for time-series analysis, trend analysis, and longitudinal studies. Datasets include various update frequencies from real-time to periodic snapshots.","intents":["I need historical data to analyze trends over time","I want real-time data feeds for live monitoring and decision-making","I need to compare current conditions against historical baselines"],"best_for":["data scientists","financial analysts","researchers","business intelligence teams"],"limitations":["real-time data typically costs more","historical depth varies by dataset type"],"requires":["understanding of temporal data needs","infrastructure for real-time data handling if needed"],"input_types":["time period specifications","update frequency requirements"],"output_types":["historical datasets","real-time data feeds","time-series data"],"categories":["research","data"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataset-marketplace__headline","uri":"capability://data.processing.analysis.high.quality.dataset.marketplace.for.ai.and.research","name":"high-quality dataset marketplace for ai and research","description":"A comprehensive platform offering access to customizable, production-grade datasets ideal for AI model training, research, and market insights, eliminating the need for extensive data cleaning.","intents":["best dataset marketplace","dataset marketplace for AI projects","high-quality datasets for research","customizable datasets for machine learning","where to find reliable datasets","data marketplace for enterprises"],"best_for":["Enterprises and research teams prioritizing data reliability and compliance"],"limitations":["Limited transparency on data freshness","Pricing scales quickly beyond freemium tier"],"requires":["Basic understanding of APIs"],"input_types":["Public web data"],"output_types":["Structured datasets"],"categories":["data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":49,"verified":false,"data_access_risk":"high","permissions":["Bright Data account","basic understanding of data requirements","selected dataset","clear specification of customization needs","enterprise account","technical infrastructure to receive data","clear integration requirements","understanding of data quality standards","compliance requirements if applicable","clear understanding of data needs across industries"],"failure_modes":["catalog may not cover extremely niche or specialized data needs","limited transparency on exact data freshness for all datasets","customization options vary by dataset type","some datasets may have minimum order requirements","premium pricing for guaranteed delivery","may require technical setup and integration work","quality assurance adds to dataset cost","some data types may have inherent quality limitations","breadth may come at cost of depth in specialized domains","not all industries equally represented","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.45,"quality":0.88,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.3,"quality":0.25,"ecosystem":0.1,"match_graph":0.3,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:30.282Z","last_scraped_at":"2026-04-05T13:23:42.534Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=dataset-marketplace","compare_url":"https://unfragile.ai/compare?artifact=dataset-marketplace"}},"signature":"0OrZVbqitRhEnh33WhmbKL7QeG2Th8IZn3iWKq/IIsZtfUV/XnEdzc8GivKGo9loEf7eh2hRu0IhWmz0AzUmDw==","signedAt":"2026-06-21T12:04:29.199Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/dataset-marketplace","artifact":"https://unfragile.ai/dataset-marketplace","verify":"https://unfragile.ai/api/v1/verify?slug=dataset-marketplace","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}