Library

SEO Keyword And Ranking Dataset Normalized query, category, source, visibility, ranking, result-feature, and verification fields for SEO research and search-specific model work. Healthcare AI Market and FDA Clearance Dataset Get 704 verified entities and 487 ready-to-join relationships connecting FDA-cleared AI devices with manufacturers, device classes, companies, specialties, training programs, career roles, and published research citations. Local Service Business Dataset Local service category, business, location, service area, website, review, source, and verification fields for regional market research. AI Search Dataset AI topic, query, category, source, demand, trend, and verification fields for research, classification, and retrieval experiments. Healthcare Search Dataset Structured healthcare topic, query, category, seasonality, and digital-demand fields for nonclinical research and content analysis.

What Is A Business Intelligence Dataset? A Practical Guide Company, industry, and B2B data structured for market sizing and lead generation. Here is what actually goes into one. What Is A Finance Dataset? A Practical Guide Market segment, trend, and seasonality signals structured for research, not a raw price feed. Here is what actually goes into one. What Is A Geographic Dataset? A Practical Guide Region, density, and demand signals structured for mapping and regional analysis. Here is what actually goes into one. What Is A Healthcare Research Dataset? A Practical Guide Search demand and content signals for healthcare topics, not clinical or patient-level data. Here is what actually goes into one. What Is A Local Business Dataset? A Practical Guide Business name, category, region, and contact fields structured for lead generation and local SEO. Here is what actually goes into one.

418-Page SEO ML Dataset Benchmark A 90-day view of 418 pages across five production sites, joining Google Search Console performance with live page structure. Content Depth And Search Visibility In A 418-Page Sample Word-count groups show a visible performance difference, but page type explains why the result is not a universal length rule. Structured Data And Canonical Coverage Across 418 Pages A snapshot of successful fetches, structured data, canonical tags, and unavailable pages inside the public SEO ML dataset.

Dataset A structured collection of data organized so it can be consistently read, queried, or processed by a person or a system. AI Training Data The dataset used to teach a machine learning model the patterns it needs to perform its task. Data Cleaning The process of fixing or removing inaccurate, duplicate, or inconsistently formatted records before a dataset is used. Data Labeling Tagging records in a dataset with the category, classification, or value a model is meant to learn to predict. Synthetic Data Artificially generated data designed to resemble real-world records, often used to fill gaps real data cannot cover.

Common Crawl A free, web-scale crawl archive updated monthly, commonly used as a base corpus for language model training and web-scale research. Data.gov The U.S. federal government's open data portal, aggregating datasets from dozens of agencies across health, climate, economy, and more. Kaggle Datasets A large, searchable repository of public datasets across nearly every domain, with community notebooks showing how each dataset is typically used. AWS Open Data Registry Public datasets hosted on cloud storage with no transfer cost when accessed from compute in the same region, useful for large-scale processing pipelines. Hugging Face Datasets A hosted hub of datasets built for direct use with machine learning libraries, with consistent loading APIs across most listed datasets.

What license do I get when I buy a dataset? Every dataset is available under four license tiers: personal, commercial, agency, and enterprise. Personal licenses cover individual, non-resale use. Commercial covers use inside your own business. Agency covers use across client work. Enterprise covers organization-wide deployment and API access. The license tier is selected at checkout and shown on every dataset product page. What file formats are included with each dataset? Every dataset pack ships with a CSV export, a JSON export, an XLSX workbook, and a PDF overview describing the fields and methodology. If your workflow needs a different format, mention it when requesting a custom dataset and we will scope it. How long does a custom dataset request take? Turnaround depends on scope and sourcing complexity. A straightforward extraction or cleanup of data you already have typically takes one to two weeks. New collection, labeling, or enrichment work runs longer. Submit a request through the custom dataset services page and you will get a scoped timeline before any work starts. How often are datasets updated? Update frequency is listed on every dataset product page and ranges from one-time to monthly, depending on how fast the underlying data changes. Dataset Maker Pro subscribers get priority access to refreshed releases as soon as they are published. Do you offer refunds on dataset purchases? Because datasets are delivered as digital files that can be copied immediately, we do not offer refunds once a download link has been issued. If a dataset does not match its published field list or description, contact us and we will correct it or issue credit toward another dataset.