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Home/Questions/Page 25

Decode Trail Latest Questions

Asked: April 11, 2025In: Cybersecurity

Why does my application keep failing penetration tests?

Swarnika Gupta
Swarnika Gupta

We fix the reported findings, but similar issues keep returning.Each test feels like starting over again.I’m trying to understand why progress feels stalled.

vulnerability-scanning
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Asked: April 11, 2025In: Salesforce

Why do Lightning Web Components fail silently in production but not sandbox?

Muhammad
Muhammad

An LWC works perfectly in sandbox, but in production it occasionally fails without showing meaningful errors. Users just see a broken component or missing data. Debugging is difficult because there’s no visible stack trace. I’m trying to understand why this ...

Apexlwcsharing-secuirty
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  • 1 Answer
  • 5 Views
Asked: April 9, 2025In: Salesforce

Why does Apex code hit governor limits even after basic bulkification?

Frank Bishop
Frank Bishop

I’ve already removed SOQL queries and DML operations from loops in my Apex code. Despite that, I’m still hitting limits in real production scenarios with large datasets. The logic itself isn’t very complex, but the limits seem easy to hit. ...

Apex
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Asked: April 5, 2025In: Cybersecurity

Why does incident response slow down during real attacks?

Swarnika Gupta
Swarnika Gupta

Everyone is alerted quickly, but actual remediation takes longer than expected.Decisions feel slower and coordination breaks down under pressure.I want to understand what usually causes this and how teams improve response speed.

incident-response
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  • 1 Answer
  • 4 Views
Asked: April 4, 2025In: Cloud & DevOps

Why does my application lose permissions after a Kubernetes pod restart?

Aditya Vijaya
Aditya VijayaBegginer

Kubernets pod restart

iam
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  • 1 Answer
  • 5 Views
Asked: April 1, 2025In: Salesforce

Why do Salesforce Flows become hard to maintain as automation grows?

Huang
Huang

We started with a few simple record-triggered Flows, and they worked well initially. Over time, more conditions, paths, and updates were added to handle new requirements. Now debugging and updating these Flows feels risky and time-consuming. I’m trying to understand ...

Salesforce Flows
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  • 1 Answer
  • 4 Views
Asked: March 30, 2025In: Cybersecurity

Why does API security degrade as systems scale?

Samarth Mishra
Samarth Mishra

Security feels manageable with a few APIs, but issues grow as services multiply.Different teams implement controls differently.I’m trying to understand how organizations keep API security consistent at scale.

api-security
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  • 1 Answer
  • 4 Views
Asked: March 22, 2025In: Deep Learning

Why does my deep learning model train fine but fail completely after I load it for inference?

Anushrita Ghosh
Anushrita GhoshBegginer

I trained a Keras model that gives good validation accuracy.After saving and loading it, the predictions become completely wrong.Even training samples are misclassified.Nothing crashes, but the outputs no longer make sense.

ai-researchapplied ai
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  • 1 Answer
  • 9 Views
Asked: March 17, 2025In: MLOps

Why does my model accuracy degrade only for specific user segments?

Sai Sidhhartha
Sai Sidhhartha

Overall metrics look acceptable.But certain users receive poor predictions.The issue isn’t uniform. It’s hard to detect early?

data driftmlops
  • 0
  • 1 Answer
  • 7 Views
Asked: March 15, 2025In: Salesforce

Why do Salesforce tests pass but logic fails in production?

Huang
Huang

Tests pass, but production fails. I want to understand why

test-classes
  • 0
  • 1 Answer
  • 5 Views
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