
Oxylabs
Decodo
IPRoyal
NetNut.io
Zyte
Scraper API
SOAX
World's largest proxy service with a residential proxy network of 72M IPs worldwide and proxy management interface for zero coding.

Clean Spreadsheets
Data Normalizer
Logic Sheet
RowRefine
Rows
Deterministic data cleaning and profiling for messy spreadsheets, CSVs, and tabular datasets. Upload, configure, and process data with surgical accuracy.

Which is more popular?
Based on our record, Bright Data seems to be more popular. It has been mentioned 45 times since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | brightdata.com | getrightrow.com |
| Pricing | ||
| Platforms | — | |
| Company | 2021 | 2026 |
| Listed in |
In their own words, as submitted to SaaSHub.


No description of Bright Data yet.
Rightrow is a high-speed, deterministic data cleaner for spreadsheets and CSVs. Unlike unpredictable LLM-based cleaners, Rightrow uses a vectorized Polars engine to normalize messy date formats (into ISO-8601), sanitize currencies, trim whitespace, and prune duplicate records with zero...
What each product offers, as listed by its team.


Possible disadvantages
An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
No analysis of Rightrow yet.
Walkthroughs and reviews on video.
Rotating Residential Network | Proxy Network Types | Bright Data (Formerly Luminati Networks)
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How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing Bright Data and Rightrow.
Rightrow's answer:
Rightrow is built on a 100% deterministic-first architecture. While many modern tools rely on unpredictable LLM wrappers that can hallucinate data or subtly alter numeric values, Rightrow uses a vectorized Polars engine and rigorous pattern matching. It guarantees mathematical repeatability, provides a transparent side-by-side audit diff of every modified cell, and is strictly non-destructive; original spreadsheets are never overwritten.
Rightrow's answer:
Most teams are stuck between two extremes: heavy, complex enterprise software that requires weeks of onboarding, or fragile, manual spreadsheet formulas and regex that break easily. Meanwhile, newer AI prompt tools often hallucinate or corrupt numeric data.
Rightrow hits the sweet spot: zero-overhead, sub-second data cleaning that lives directly inside your spreadsheet or web browser. You get guaranteed deterministic results, an instant visual audit diff before changes apply, and non-destructive output with zero setup time.
Rightrow's answer:
RevOps specialists, data analysts, growth marketers, and digital agency operators who regularly import, clean, and reconcile messy CSVs, CRM exports, and lead lists before loading them into production databases or marketing automation tools.
Share your experience with using Bright Data and Rightrow. For example, how are they different and which one is better?
External articles and on-site reviews we used to compare the two products.


It depends on the job. For turning known URLs into clean Markdown, a scraping API such as Spicrawl, Firecrawl or Jina Reader is the simplest. For crawling whole sites, Firecrawl, Crawl4AI, Context.dev and Apify follow...
And if there’s one thing that defines Bright Data in an industry where all gaps are closing, it’s the platform. We’ve criticized it for complexity and opaqueness; but after all these years, we have to admit that...
We used their DC proxies and Residential proxies. Resi proxies were having quite low success rate. We had to use resi solution from other proxy providers. Unblocker didn't work well either also it was way too...
We have no reviews of Rightrow yet. Be the first one to post
Recommendations tracked on public social media and blogs since March 2021.


Happy to offer a counter of some great products for anti-bot defeat: https://brightdata.com/ https://www.zenrows.com/ https://www.capsolver.com/ https://scrapfly.io/ hundreds of millions of residential ips, human browser fingerprints,... - Source: Hacker News / 4 months ago
The best web scraping tools 2026 leaderboard hasn't changed; the gap has narrowed. Bright Data remains the safest bet for any team that wants to spend time on the data, not on the scraping. The 660-scraper library, 400M-IP network,... - Source: dev.to / 6 months ago
Infrastructure Pass-Through (OpEx) Data extraction at scale is infrastructure-heavy. Bypassing modern Web Application Firewalls (WAFs) requires high-quality residential proxies, CAPTCHA solvers, and substantial browser-automation compute... - Source: dev.to / 6 months ago
Tracking Rightrow since Nov 2026.
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Automatically clean customer data with a few clicks
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Decodo is perhaps the most user-friendly way to access local data anywhere. It has global coverage with 195 locations, offers more than 55M residential proxies worldwide and a great deal of scraping solutions.
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Normalize Data in Excel, Python, R, SQL, CSV with fuzzy match, fuzzy search and levenshtein distance.
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The all-in-one data-processing tool for Google Sheets
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