Data Solutions & Practices
Data is the fundamental resource that powers business operations and drives strategic decisions. We cover modern data practices and the tools, platforms, and approaches organizations use to manage, transform, and get value from their data.
Explore Data Solutions & Practices
- Data CollectionFeature ComparisonAug 21
Top 3 Prolific Alternatives
We analyzed Prolific’s top alternatives by comparing participant ratings, crowd size, payment terms, and verified platform data. The right alternative depends on whether you’re a worker looking for tasks or a research buyer looking for data the tradeoffs differ significantly between the two. This section compares Prolific’s alternatives based on criteria useful to its participants…
- Scraping ToolsBenchmarkAug 21
Top 6 LLM Scrapers: ChatGPT, Perplexity & Gemini
We benchmarked how the top LLM scraper providers, including Bright Data, Oxylabs, and Apify, perform at extracting outputs from LLM platforms such as ChatGPT, Gemini, Perplexity, and Google AI Mode. To ensure reliable results, we ran 1,000 tests per provider, repeating each prompt 10 times for consistency. The top-performing provider is detailed below. Providers missing…
- Data CollectionInsightAug 21
Top 6 Data Collection Methods for AI and Machine Learning
While some companies rely on AI data collection services, others gather their data using scraping tools or other methods. See the top 6 AI data collection methods and techniques to fuel your AI projects with accurate data: Data crowdsourcing involves assigning data-collection tasks to the public, providing instructions, and creating a platform for sharing. Businesses…
- Synthetic DataOpen World EvaluationAug 20
Synthetic Users Explained: Top 7 AI User Research Tools
After evaluating 10+ AI research platforms and reviewing independent validation studies, we found synthetic users work best for hypothesis generation and early-stage testing, not final design decisions. Viewpoints.ai creates synthetic consumer panels for market research testing surveys, concepts, and ad creative without recruiting real participants. What it does: Key features: Brox.ai focuses on product testing…
- Web ProxiesFeature ComparisonAug 19
NetNut Takedown: What Buyers Need to Know
On July 2, 2026, the FBI seized hundreds of domains associated with NetNut, a residential proxy network run by Nasdaq-listed Alarum Technologies (ALAR). Researchers and Google allege that at least part of NetNut’s exit-node pool overlapped with Popa, a residential-proxy botnet estimated by Google to have at least 2 million devices. Alarum disputes the allegations…
- Proxy Use CasesInsightAug 17
How to Bypass an IP Ban: Methods Compared
An IP ban blocks requests from your IP address, so the fix is to access the site from a different IP address or remove the cause. Changing your IP is not illegal in itself, but bypassing a ban can breach a site’s terms of service, so confirm your use case is legitimate first. Residential proxies…
- Data ScienceBenchmarkAug 14
Graph Database Benchmark: Neo4j vs FalkorDB vs Memgraph
We benchmarked Neo4j, FalkorDB, and Memgraph on a synthetic graph derived from 120,000 Amazon product reviews (381K nodes, 804K edges). We ran 12 query templates with 1,000 measurements each, tested ingestion at 6 batch sizes, sustained concurrent load for 60 seconds at up to 32 threads, and measured memory, cold start, mixed workload, and index…
- Web DatasetsOpen World EvaluationAug 14
Top 5 Social Media Datasets
We compared five leading social media data providers, focusing on the types of social data they offer and the platforms they include. For clarity, these providers fall into two groups: These vendors deliver raw or enriched content (Posts, Comments, Engagement). These vendors focus on public profile information and professional history. Bright Data is a leading…