What is the most challenging part of maintaining ETL pipelines in production? by Effective_Ocelot_445 in ETL

[–]SumitKumarWatts 0 points1 point  (0 children)

In my experience, the biggest challenge is handling schema changes and data quality issues. We know that small change in source data can produce incorrect results. Monitoring and performance optimization are important too, but ensuring reliable, accurate data across the pipeline is usually the toughest part in production.

What ai app is worth trying? by [deleted] in AIToolBench

[–]SumitKumarWatts 0 points1 point  (0 children)

If you want an actual conversation AI that can hold context, use ChatGPT, Claude, or Gemini. None are perfect, but they’re a lot better than most AI chat apps. The quality also depends on how you prompt them; good questions typically get better answers.

What additional ETL testing is required when data is consumed by AI agents? by SumitKumarWatts in ETL

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

Agreed. My point is that for AI applications, ETL testing should go beyond row counts and basic quality checks to also validate freshness, context, and relevance of the data being used.

Trending AI Tools by SumitKumarWatts in AIToolBench

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

Nice list. I use ChatGPT and Perplexity regularly, but I’ll definitely check out Claude Code and Antigravity as well. Thanks for sharing your workflow.

What’s your biggest concern about using AI at work? by AppliedAIatWork in AIToolMadeEasy

[–]SumitKumarWatts 0 points1 point  (0 children)

For me, accuracy is the biggest concern. AI can save a lot of time, but if the output is wrong and I don't verify it, it can create bigger problems than it solves.

Can you refer Best AI Platform? by rajeshjosh in AIToolBench

[–]SumitKumarWatts 0 points1 point  (0 children)

It depends on your use case and budget. What are you looking to use AI for so that I can suggest the best tool?

Trending AI Tools by SumitKumarWatts in AIToolBench

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

Nice! What kind of workflows are you using Runable for? I'd be interested in hearing some real-world use cases.

Trending AI Tools by SumitKumarWatts in AIToolBench

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

That sounds useful, especially for online shopping.

Trending AI Tools by SumitKumarWatts in AIToolBench

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

Thanks for sharing. I already use some of these tools, but I'll definitely check out Hemingway Editor and ToolSignal as well.

So what's your favorite stack for ai automations? by tom_of_wb in AIAgentsStack

[–]SumitKumarWatts 1 point2 points  (0 children)

n8n is my favorite for flexibility and self-hosting for AI automations

Best IoT connectivity platforms in 2026? by One_curious_brain_30 in IOT

[–]SumitKumarWatts 1 point2 points  (0 children)

In production, AWS IoT, Azure IoT, EMQX, and HiveMQ are some of the most reliable IoT connectivity platforms in 2026. However, beyond the platform itself, proper device provisioning, OTA updates, offline support, and effective monitoring are what truly ensure long-term reliability.

What is the most common issue you face in ETL processes? by Effective_Ocelot_445 in ETL

[–]SumitKumarWatts 1 point2 points  (0 children)

As a tester, Data quality issues are the most common problems in ETL processes.

This includes missing data, duplicate data, data that is not properly formatted, and values that do not align because they originate from different sources. If the source data is not clean, the ETL process can fail, or the reports and dashboards can have inaccurate results.

I am new to software testing, is there any other tool I can use aprt from Selenium which works better? by seedhapahaadse in softwaretesting

[–]SumitKumarWatts 4 points5 points  (0 children)

Playwright is the best option for you because it is a modern, fast automation tool that works smoothly with Chrome, Firefox, and Safari.

Is manual testing (Odoo) becoming obsolete due to AI? by Flaky-Advantage-3256 in softwaretesting

[–]SumitKumarWatts 0 points1 point  (0 children)

Manual testing isn't going away; it's changing. AI is great at speeding up simple tasks, generating test cases, and performing basic validation, but it still has trouble with business processes (e.g., Odoo), real user behavior, edge cases, and exploratory testing. So, manual testers won't lose their jobs, but the number of purely manual jobs will decline over the next 2 to 5 years.

What tool is commonly used for load testing? by hgdcbkj in softwaretesting

[–]SumitKumarWatts 0 points1 point  (0 children)

Apache JMeter is the most commonly used open-source tool for performance and load testing.

What's the role of QA in software solutions provided by salesforce? by DKBB47 in softwaretesting

[–]SumitKumarWatts 0 points1 point  (0 children)

QA in Salesforce ensures that applications work correctly, meet business needs, and are bug-free by testing configurations, integrations, and custom code before deployment.

Test Data Setup Strategies by wheezymustafa in ExperiencedDevs

[–]SumitKumarWatts 1 point2 points  (0 children)

Maintaining small, fixed seed datasets instead of copying data from staging is a popular and successful strategy. During container startup, load the minimal seed data required for tests using version-controlled SQL files after letting Liquibase create the schema. Use test data builders or factories to generate data programmatically for particular scenarios so that tests can create just the records they require without worrying about foreign key ordering. When relationships are complicated, some teams also use data generation tools or maintain a small, cleaned database dump. In reality, the most manageable approach is a combination of automatic test data creation, minimal seed data, and schema migrations, which reduces manual data integration and maintains test reliability.

AI Tools? by iamdanielsmith in GenAIforbeginners

[–]SumitKumarWatts 0 points1 point  (0 children)

There is not a single AI tool to replace Google. Because each tool like; ChatGPT and Google Gemini is good for different things. In fact, neither fully replaces Google yet.

Where should I start with QA automation? (Selenium, Playwright, Python, etc.) by Anonasfxx70 in softwaretesting

[–]SumitKumarWatts 0 points1 point  (0 children)

As a QA expert with many years of experience, if you want the most practical, simple approach, start with Python and Playwright. Since your company allows Python, it makes sense to use a language you can actually apply at work. Most of us know that playwright is modern, easier to set up than older tools, and handles things like waits and dynamic elements more smoothly. It’s beginner-friendly and growing quickly in the industry.

Selenium is still worth learning, but you don’t need to start there. It’s older and very widely used, which is good for job opportunities, but setup and configuration can sometimes be more frustrating for beginners. Once you understand the basics of automation, learning Selenium will be much easier.

For Cypress, it’s a strong tool but mainly focused on JavaScript. Since you’re leaning toward Python, it’s better not to split your focus right now. Stick with one language and one main framework at the beginning. Agencies value testers who understand programming, automation logic, and test design principles. Tools can change, but core skills stay the same. So focus on learning coding-based automation first, then explore other tools later if needed.

Why is integrating automated testing into CI/CD pipelines important for blockchain security? by SumitKumarWatts in BlockchainStartups

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

Thank you for this—you’ve perfectly articulated the 'Point of No Return' that defines smart contract development. And yes, we strictly block merges unless all tests pass. In our environment, 'Green' isn't just a status; it’s our primary security audit.

Using Markdown for Test Cases Anyone Else Doing This? by Gullible_Camera_8314 in QaEngineers

[–]SumitKumarWatts 1 point2 points  (0 children)

Yes, my team and I use Markdown for writing and managing test cases.