u/old_monk_

Modern laptops and tools make local data processing surprisingly powerful

I wonder sometimes that our laptop hardware is getting so much better that sometimes it is easier to open the laptop, crunch the numbers, and save them if required. This workflow is much more hassle-free, cost effective and super fast compared to spinning up a Databricks notebook with a Spark cluster to explore a subset of my data.

I do understand that for daily jobs and large-scale processing, where a “heavy” amount of data needs to be processed, something like Databricks is super helpful.

Nothing is faster than local processing for small exploratory analysis, avoiding the whole network latency, cluster spin-up times, etc. Mind you small here can be upwards of 1 million records.

I wonder if the industry will start moving in this direction from everything cloud to a hybrid setup.

What’s your opinion?

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u/old_monk_ — 3 days ago

Looking for creative ways to monetize

I built an astrology chatbot as a weekend project and shared it on Reddit to get feedback and validate the idea. Within two months, it had attracted 250+ users, with a decent chunk returning regularly.

I'm not sure if this counts as early traction or if I'm actually onto something, but it's been encouraging so I polished it further and launched it officially. Now I'm exploring ways to monetize the product. I don't want to put it behind a paywall, so I'm looking for creative monetization strategies that don't negatively impact the user experience.

https://preview.redd.it/q4zan3gyohbh1.png?width=2096&format=png&auto=webp&s=b08b8ad7c6f326c7968648a7a534c154709071d7

reddit.com
u/old_monk_ — 2 months ago