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Home/Questions/Page 2

Decode Trail Latest Questions

Asked: January 10, 2026In: Salesforce

Why are Quote, Order, and Invoice treated as separate stages instead of one step?

Aryan
Aryan

Once a customer agrees verbally, teams often assume the deal is complete.In reality, pricing approval, confirmation, and payment are distinct business events.Merging them can create confusion across finance and sales teams.

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  • 10 Views
Asked: January 7, 2026In: Cloud & DevOps

Why does my Kubernetes deployment roll out but traffic still hits old pods?

Caleb Miller
Caleb MillerBegginer

traffic holds during kubernets deployment

kubernets
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  • 1 Answer
  • 4 Views
Asked: January 7, 2026In: Wordpess

How do I fix mixed content warnings after enabling HTTPS on WordPress?

Samantha Charlie
Samantha Charlie

content warnings  

migrationwordpress-security
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Asked: January 7, 2026In: Salesforce

What role does the Controller layer play in a layered Apex design?

Jemimiah Rodriguez
Jemimiah Rodriguez

Controllers are often overloaded with logic in traditional Apex code.This creates tight coupling between UI and business rules.A cleaner approach requires a clear boundary.

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Asked: January 6, 2026In: MLOps

How should I version models when code, data, and parameters all change?

Sam Anusha
Sam Anusha

Every retraining run produces different artifacts.Code changes, data changes, and hyperparameters change too.Tracking what’s deployed is becoming confusing. Rollbacks are risky?  

model versioning
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  • 5 Views
Asked: January 5, 2026In: Cybersecurity

Why does incident response fail to meet compliance timelines?

Swarnika Gupta
Swarnika Gupta

Response technically happens, but not within required timeframes.There’s no single obvious blocker.I’m trying to understand what usually causes these delays.

incident-response
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  • 1 Answer
  • 8 Views
Asked: January 5, 2026In: Cybersecurity

Why does token-based authentication break after deployment?

Ankit Agarrwal
Ankit Agarrwal

Everything works in staging, but production authentication fails.Tokens are issued, yet validation breaks unexpectedly.I’m unsure what environment differences to check first.

api-securityapplication-security
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  • 1 Answer
  • 13 Views
Asked: January 5, 2026In: Cybersecurity

Why do API gateways fail to fully secure backend services?

Ankit Agarrwal
Ankit Agarrwal

The gateway enforces authentication, but backend services still feel exposed.There are assumptions that the gateway is handling everything.I’m unsure whether additional security checks are needed internally.?

api-securityzero-trust
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  • 1 Answer
  • 4 Views
Asked: January 5, 2026In: Cybersecurity

Why do vulnerability scans flag libraries we don’t directly use?

Rajshree Pandey
Rajshree Pandey

The scan reports issues in libraries that aren’t referenced in our code.These appear to be transitive dependencies pulled in automatically.I’m unsure whether these should still be treated as real risks.

vulnerability-scanning
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  • 1 Answer
  • 5 Views
Asked: January 5, 2026In: Cybersecurity

Why do cloud IAM permissions behave inconsistently across services?

Samarth Mishra
Samarth Mishra

The same role works fine for one service but fails for another.There are no obvious policy errors, yet access behaves unpredictably.I’m confused about why IAM doesn’t seem consistent across services.

cloud-secuirty
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  • 1 Answer
  • 4 Views
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