ENGINEERING ★ 160 upvotes 2018

How we built the largest database of police use of force in N.J. history

Retrospective Overview & Key Insights

Distilled analysis of the business dynamics, operational challenges, and strategic takeaways:

In this technical retrospective (2018), @danso shares practical architectural lessons learned from running, scaling, or migrating production software under lean constraints.

Core Principles for Independent Builders:
1
Defaulting to simpler architectures (such as monolithic frameworks, SQLite, or managed VPS) prevents early engineering bankruptcy.
2
Evaluating true compute and egress costs reveals that high cloud bills can often be slashed by 80%+ through judicious re-platforming.
3
Code you write at 2 AM as a solo engineer must be easy to debug six months later without complex microservice dependencies.
Community Debate Themes:

HN engineers debated the tradeoffs between cloud convenience and raw server economics, database indexing strategies, and resisting premature architectural complexity.

Founder's Discussion Replies (@danso)

Direct clarifications and follow-up comments shared by the author during the live discussion:

OP @danso Original Author
2018

Community Discussions & Critical Reviews

High-signal perspectives, counter-arguments, and peer founder insights debated on Hacker News (72 total discussions):

ST @stareatgoats Peer Contributor
ER @erinpetenko Peer Contributor

Hello, I've never commented on Hacker News before so please forgive me if I am breaking any rules, but I worked on this project. Let me know if you have any questions about our process. - Erin Petenko, data reporter for NJ.com

Proof: https://twitter.com/EPetenko/status/1069664096042270720

TZ @tzs Peer Contributor

See also http://killedbypolice.net/

It attempts to list all police killings in the US. Unfortunately it looks like they stopped in the middle of this year due to lack of support, but there is five years of interesting past data still there.

XB @xbryanx Peer Contributor

If you like this sort of reporting, please make sure you are a paying subscriber for your local newspaper. We must support this sort of essential journalism with our pocketbooks.

ON @onetimemanytime Peer Contributor

True journalism. ACLU should do a nationwide one, they'd raise the money in a hearbeat.

HISTORICAL ERA Cloud & Mobile Era (2014–2019)
COMMUNITY SCORE ★ 160 points
TOTAL DISCUSSIONS 72 comments
TOPICS & TECH STACK:
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