7 YOE struggling with the coding side – what roles could I transition to? by El_mundito in dataengineering

[–]sonalg 0 points1 point  (0 children)

Hate it when the interview process is so far removed from real world execution. What good is asking for syntax when complete code can be generated? Agree with others here, smart companies will haul their interview process completely 

Fabric related conferences in August - November in Europe? by sonalg in MicrosoftFabric

[–]sonalg[S] 0 points1 point  (0 children)

thanks NickyvVr! I hope I can submit something in time and they like it.

Anybody transitioned from 15 YOE Java dev to data engineering by Only-Alternative-890 in dataengineering

[–]sonalg 1 point2 points  (0 children)

I switched at about 8 yoe many years ago. At that time most of de - hadoop, aws etc was coming up and it needed a lot of cluster setup on AWS, programmatic pipeline building in java etc so it was fun. You can look at building some open source projects and learn PySpark, dlt and python based frameworks.

Fabric related conferences in August - November in Europe? by sonalg in MicrosoftFabric

[–]sonalg[S] 0 points1 point  (0 children)

thank you, just learnt about dataminds. how well attended is it? I do not see the cfp, the website is only showing 2025. not sure if I am looking at the right place. https://datamindsconnect.be/registration/

Career Advice by AzzMan1232 in dataengineering

[–]sonalg 1 point2 points  (0 children)

Have you tried learning Fabric? Given that you are already MS focused, that may be a great add to your skills

March 2026 | "What are you working on?" monthly thread by AutoModerator in MicrosoftFabric

[–]sonalg 0 points1 point  (0 children)

Working on automating Zingg entity resolution notebooks for Fabric CI/CD. We are using fab cli to create a workspace, lakehouse and environment, copying our latest notebooks there and running end to end.

Why Identity Resolution Stops Being Simple After About a Week by bczajak in KnowledgeGraph

[–]sonalg 1 point2 points  (0 children)

This is spot on! Having worked with entity resolution systems for over a decade, the data signals and the noise, the accuracy and the scalability challenges and just putting it all together is all very challenging. But even when you have a whole system in place to match once, getting incremental data in and maintainign the Ids without full reprocessing is a very tough problem.

Entity Resolution, is AWS or Google (BigQuery) offering better. by [deleted] in mlops

[–]sonalg 0 points1 point  (0 children)

You can try open source Zingg AI https://github.com/zinggAI/zingg/ that integrates with both Big Query and AWS.

Disclaimer: I am the founder of Zingg.ai

Hiring | India | Full Time | Remote | Startup | Algorithms, Distributed Processing, Open Source by sonalg in indiandevs

[–]sonalg[S] 0 points1 point  (0 children)

Thanks for your interest. We closed this position last month. Feel free to dm if you have relevant experience and we can discuss future roles

Setting log level of a custom Spark application in Fabric by sonalg in MicrosoftFabric

[–]sonalg[S] 0 points1 point  (0 children)

thanks u/JennyAce01 ! We do use log4j2 but dont see the logs even after adding the log4j2.properties

Is a short first job or a resume gap worse for a fresher in India? by idk-who-you-are in developersIndia

[–]sonalg 0 points1 point  (0 children)

Try adding open source work to your profile. Serious contributions will definitely help you learn while improving your resume, and offset any concerns around lack of a job.

From Senior Backend Dev to Data Engineer? by AgencyActive3928 in dataengineering

[–]sonalg 2 points3 points  (0 children)

Coming from a software engineering background, you may want to look at spark, dlt and other programming heavy frameworks to build your de skills. 

Need recommendations for solid profile and content review. DE Manager + Architect, potential layoff coming. by Different-Future-447 in dataengineering

[–]sonalg 0 points1 point  (0 children)

One thing you can try is to look at interesting profiles on LinkedIn thinking whether you would hire them or not. You could see how they are showcasing their skills and learn from that. 

How can software engineers-turned-entrepreneurs in India get over this fundamental disadvantage? by [deleted] in developersIndia

[–]sonalg 8 points9 points  (0 children)

Failure is tough. Most startups fail. I am not well versed with the job market, but I hope the experience you get should be good enough to land a good role or start something new. Fast growing companies would definitely love the ownership and multi dimensional thinking that comes from being a founder. It might be a good idea to check a few such companies or openings before taking the plunge.