Use Browser DevTools when the problem lives inside a webpage or browser runtime. It is the best first tool for request initiators, CORS failures, cache behavior, cookies, payloads, response bodies, and page-load waterfalls. Use an HTTP debugging proxy such as mitmproxy, Charles, Fiddler Everywhere, Proxyman, or HTTP Toolkit when you must capture configurable traffic from a mobile app, desktop app, command-line client, container, or several clients. A debugging proxy is also the strongest choice when you need breakpoints, rewrites, mocks, or replay.
Browserbase is the strongest general starting point for teams that want a mature managed-browser platform with Playwright, Puppeteer, persistent contexts, detailed session observability, custom proxies, and a first-party agent ecosystem around Stagehand. Browserless is the better fit for teams that already have browser-automation code, want broad browser and protocol support, or need an open-source self-hosting path. Steel is the most accessible option for combining open-source browser infrastructure with a bring-your-own-proxy setup because its documentation makes BYOP available across cloud and open-source deployments without a Steel proxy surcharge.
For authorized Target monitoring, rotating residential proxies are usually the best default for independent product checks, while sticky sessions help preserve a selected store, delivery ZIP, cookies, variant, and fulfillment context. Proxidize is the best-value raw proxy option in this comparison at $1/GB. Bright Data, Oxylabs, and Decodo also offer separately billed Target-specific scraper products for teams that prefer managed retrieval and parsing.
Buying residential proxies is only the first step. Once you've completed onboarding and KYC, you still need to configure your proxies, connect them to your workflow, and make sure they're working as expected.
Firecrawl is the best general-purpose web scraping tool for AI agents that need clean Markdown or structured JSON from a URL without managing browsers, proxies, and content conversion separately. Apify is stronger when an agent needs to discover and run prebuilt scraping workflows. Bright Data Web MCP is the best enterprise all-in-one option for search, scraping, structured datasets, crawling, and browser navigation behind one managed web-access layer.
For authorized Amazon data collection, rotating residential proxies are usually the best starting point. Use sticky sessions when a worker must preserve a marketplace, delivery destination, cookies, variant, or seller-offer flow.
Walmart product data is useful because it changes constantly. Prices move, promotions appear and expire, Marketplace sellers compete for visibility, and local pickup or delivery availability can differ from one store to another.
Websites block web scrapers by layering technical signals with behavioral signals so that no single fix clears every check on its own. According to Akamai's 2024 State of the Internet report, bots make up 42% of all web traffic, and roughly two-thirds of that traffic is malicious rather than legitimate (Akamai, 2024).
Omar Hussein on Sep 8, 2026
