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How would you approach long term data acquisition from real estate platforms?

2•ashi-sal•1h ago
I’m working on a real estate data project and trying to understand best practices for acquiring structured data from large online platforms in a way that’s reliable and scalable.

In cases where most of the useful data is surfaced through frontend behaviour (network calls, client side requests) and only limited official APIs are available, how do experienced teams usually approach this long term? I’m particularly interested in how people think about frontend observation vs backend data sources, designing resilient pipelines, handling frequent changes, and avoiding brittle setups that constantly break.

Would really appreciate hearing how others have approached this in real production systems and what they wish they had done differently early on.

When AI Leaves No Record, Who Is Accountable?

https://www.aivojournal.org/when-ai-leaves-no-record-who-is-accountable/
1•businessmate•45s ago•1 comments

How do you decide which "idea posts" are worth building as SaaS?

1•dabdabay•1m ago•0 comments

Reviving Life Is Strange: Before the Storm on Modern Linux with a Glibc Shim

https://blog.hofstede.it/reviving-life-is-strange-before-the-storm-on-modern-linux-with-a-glibc-s...
1•shakna•3m ago•0 comments

Show HN: I built a tool to stop my posts from getting shadowbanned

https://www.shillguardapp.com/
2•Nikp263•4m ago•0 comments

150k lines of vibe coded Elixir: The Good, the Bad and the Ugly

https://getboothiq.com/blog/150k-lines-vibe-coded-elixir-good-bad-ugly
1•InternetGiant•6m ago•0 comments

CBP agent guns down Minneapolis nurse: video analysis

https://www.dropsitenews.com/p/customs-border-patrol-agent-kills-minneapolis-nurse-video-analysis
2•knuppar•7m ago•0 comments

Show HN: Shopify app to block discount codes on discounted products

https://apps.shopify.com/discount-blocker
1•viikka•11m ago•0 comments

A note from Claude Opus to vibe coders

https://www.talkwithopus.com/posts/003-dear-vibecoder.html
1•manthangupta109•11m ago•0 comments

Claude nails why Trump goes for resource rich lands

https://v98936.substack.com/publish/post/185714789
2•zkmon•12m ago•0 comments

SpaceX's Heat Dissipating Chassis Patent

https://twitter.com/seti_park/status/2015114363531866448
1•delichon•13m ago•0 comments

Show HN: Sara – Markdown-based requirements traceability tool written in Rust

https://github.com/cledouarec/sara
2•cledouarec•19m ago•0 comments

Show HN: Volume Shader – Free online 3D GPU benchmark and stress test tool

https://volumeshader.pro/
1•tomstig•20m ago•0 comments

Show HN: Fast-resume: a TUI to index and fuzzy search coding agent sessions

https://github.com/angristan/fast-resume
1•angristan•23m ago•0 comments

The Value of Things

https://journal.stuffwithstuff.com/2026/01/24/the-value-of-things/
2•vinhnx•29m ago•0 comments

Nvidia PersonaPlex: Natural Conversational AI with Any Role and Voice

https://research.nvidia.com/labs/adlr/personaplex/
2•wiradikusuma•32m ago•0 comments

Patterns in Konnakol

https://algorithmicpattern.org/patterns-in-konnakol/
3•rajangdavis•33m ago•0 comments

Show HN: Stack Photos – Capture the same place over time and create timelapses

https://stack.photos
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Lnxqd Regulatory Status (2026 Update): What the Public Records Show

2•Kangaroo_•40m ago•0 comments

Rekko – Recover failed Stripe payments with automated SMS/email

https://rekko.io
3•AlexRST•44m ago•1 comments

Insurance and Climate Risk: From Coverage to Catalyst

https://insurtechamsterdam.com/public/blog/insurance-climate-risk
2•Venesha•48m ago•0 comments

From Strategy to Execution: Building an AI Technology Plan That Works

https://insurtechamsterdam.com/public/blog/building-technology-plan-for-insurers
3•Venesha•49m ago•0 comments

What Are Managing General Agents (MGAs)?

https://insurtechamsterdam.com/public/blog/MGA-Managing-General-Agents-Dutch-Insurance
1•Venesha•49m ago•0 comments

MyBB Docker image with runtime version selection

https://github.com/visualcookie/mybb
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Show HN: I built a free macOS menu bar app to track Claude usage

https://www.claudeusagebar.com/
1•Artzain•52m ago•0 comments

A Year of Building Uncloud

https://psviderski.substack.com/p/a-year-of-building-uncloud
3•valyala•57m ago•0 comments

Show HN: Notes from building a startup, shared openly

https://www.chiefletter.com/
7•iamvdev•1h ago•0 comments

Responsibility and Authority

https://functional.computer/blog/responsibility-and-authority
1•mefengl•1h ago•1 comments

Replaced Clay.com with Claude Code Agent

https://github.com/chaitanyya/sales
4•chaitanyya•1h ago•1 comments

Agents.md as a Dark Signal

https://joshmock.com/post/2026-agents-md-as-a-dark-signal/
3•birdculture•1h ago•1 comments

The "Roof of the World," in eight simple lines

https://bigthink.com/strange-maps/roof-of-the-world-map/
2•koolhead17•1h ago•0 comments