... freelancers and small businesses often reach tax season with CSV/OFX/QFX files from several banks, cards, processors, and marketplaces but no clean handoff for an accountant. The app works locally in the browser or Windows app. It normalizes files, deduplicates rows, conservatively matches equal-and-opposite internal transfers, sends low-confidence items to manual review, and produces an accountant-ready ZIP plus a 2025 filing handoff for all 50 states + DC. SSNs and statement rows are not uploaded. The core version ...

... found the worst failure mode was not missing automation it was confident misclassification. A transfer between your own checking and savings accounts can become fake income plus a fake expense. I built LibertyFile One around three conservative rules: deduplicate before creating books, match self-transfers only when both sides support the match, and keep ambiguous rows in review instead of silently categorizing them. CSV/OFX/QFX files and SSNs stay on the device. The output is an accountant-ready ZIP plus ...

... standard residential IPs work perfectly fine. Reserve premium pools for high-stakes targets like ad verification or competitive pricing monitoring where ban rates really matter. Tiering your proxy usage by use case is low-effort, high-impact. 3. Cache, deduplicate, and stop wasting requests This sounds obvious but most teams skip it. If you're hitting the same endpoints repeatedly, implement local caching. Deduplicate

... providers. Then another month normalizing everything so a Garmin sleep session and a Whoop one are actually comparable. That's time you could spend on what makes your product different. Open Wearables handles all of it. Normalized, deduplicated, ready to query. Add a new provider and your scoring and AI layers just work. We're live on Product Hunt today, check it out and drop us an upvote if this resonates: https://www.producthunt.com/prod... Comment from Mukesh Kumar(@new_user ...

... navigating pagination, working around geo-blocking. South Korea's entire food safety portal blocks non-Korean IP ranges at the ASN level. No architecture fixes that. The real plan is accepting the constraint and designing around it. Cache aggressively. Deduplicate at the reconciliation layer so RSS and API records don't create duplicates. And for the endpoints that truly can't scale, run them less frequently and be transparent about data freshness instead of pretending everything is real-time ... ... spent 6 months paying for shortcuts you took in the first 6 weeks. The cost breakdown is not about the money. It is about the lost features you never got to build. The customers you never acquired. The competitors

... refactor it from procedural code to a state machine architecture cleaner logic for handling market conditions. But back then it was the ancient era of AI coding: copy code paste into ChatGPT copy the response paste back into VS Code run it hit a bug copy the error paste it back into ChatGPT repeat. Ctrl+C, Ctrl+V was my most-used shortcut. Then came Cursor, now Claude Code and I grew up from a quant trader ... ... launching on PH this week, so full circle. Wouldn't call it "money from that first version" though, that one barely resembled what exists now. Curious how many other people here started completely outside software like I did vs

... released this week: Pocket Import Improvements: You can now import up to 1,000 Pocket saves at a time, making migration smoother. If you have more than 1,000, simply re-upload the same .zip file Recall will automatically deduplicate previously uploaded items and import the remaining ones. Imports are processed by recency, so the most recent Pocket Saves are imported first. Mobile Link Fix: Fixed a bug where source links wouldn t open properly on mobile (no back button ...

... cleaned data leads to inaccurate insights, wasted time, and bad decisions. So how do we fix this without getting stuck in spreadsheets all day? That s where  Powerdrill AI  steps in. With Powerdrill, you can clean and deduplicate your data in just one click and boost your efficiency by 10x. No formulas. No macros. Just results. Here s what you can do:  Smart, user-friendly data deduplication