Blog

From the FluidifyAI team

Engineering deep dives, product thinking, and founder stories.

More posts

Why Deployment History Matters in Root Cause Analysis
AI SREincident managementon-call managementobservabilityalerting

Why Deployment History Matters in Root Cause Analysis

Deployment history is the most reliable single signal in root cause analysis. The majority of production incidents are caused by changes: code deployments, configuration changes, in.

Yathartha Shekhar

Yathartha Shekhar

July 15, 2026 · 5 min read

Read
PagerDuty vs Opsgenie in 2026: A Brutally Honest Comparison
on-call managementincident managementpagerdutyopsgenieopen source

PagerDuty vs Opsgenie in 2026: A Brutally Honest Comparison

PagerDuty runs about $21 to $25 per user a month, Opsgenie $9.45 to $31.90, and Atlassian stopped selling new Opsgenie licenses in June 2025. Here's a no-fluff breakdown of how they actually compare in 2026, and whether either is still worth it.

Yathartha Shekhar

Yathartha Shekhar

June 2, 2026 · 6 min read

Read
The Best Observe AI SRE Alternatives in 2026: An Honest Breakdown
AI SREincident managementplatform engineeringon-call managementopen source

The Best Observe AI SRE Alternatives in 2026: An Honest Breakdown

Observe AI SRE promises intelligent incident response, but it's built on top of Observe's data platform, which means you're locked into their stack and their pricing. Here's what else is worth considering in 2026.

Inderpal Singh

Inderpal Singh

May 30, 2026 · 6 min read

Read
Beyond Datadog Bits AI: The Best AI SRE Alternatives in 2026
AI SREdatadogincident managementplatform engineeringon-call management

Beyond Datadog Bits AI: The Best AI SRE Alternatives in 2026

Datadog Bits AI is powerful, if you're already all-in on Datadog and happy with the bill. For everyone else, here's an honest look at the AI SRE tools worth considering in 2026.

Inderpal Singh

Inderpal Singh

May 23, 2026 · 6 min read

Read
Best Grafana On-Call Alternative 2026
open sourceincident managementon-call managementAI SRE

Best Grafana On-Call Alternative 2026

The appropriate on-call orchestration software empowers you to operate with higher precision, accelerate mean time to resolution, and safeguard architectural consistency. However, navigating the crowded marketplace of available platforms can be an intimidating endeavor.

Yathartha Shekhar

Yathartha Shekhar

April 30, 2026 · 6 min read

Read
Top 10 Incident.io Competitors for 2026
open sourceincident managementon-call managementAI SRE

Top 10 Incident.io Competitors for 2026

Despite its strengths, many teams find themselves scouting for alternatives that better align with their specific budgets or technical requirements.

Inderpal Singh

Inderpal Singh

April 30, 2026 · 6 min read

Read
AI SRE Tools in 2026: An Honest Comparison for Platform Engineers
AI SREincident managementplatform engineeringon-call managementopen source

AI SRE Tools in 2026: An Honest Comparison for Platform Engineers

Every incident management vendor has bolted 'AI' onto their product. Most of it is an auto-summary button and a chatbot. Here's what AI SRE tools actually do in 2026, and how to tell the real ones from the marketing.

Yathartha Shekhar

Yathartha Shekhar

April 25, 2026 · 6 min read

Read
Top 10 Splunk On-Call (VictorOps) Competitors for 2026
open sourceincident managementon-call managementAI SRE

Top 10 Splunk On-Call (VictorOps) Competitors for 2026

While Splunk On-Call is undoubtedly a powerhouse of innovation, its enterprise-first DNA comes with a specific set of trade-offs. For many, the 'Splunk' tax is real: lower-tier plans often feel stripped of necessities, like advanced incident merging or sufficient notification quotas, forcing smaller teams into expensive upgrades just to cover the basics.

Inderpal Singh

Inderpal Singh

April 25, 2026 · 6 min read

Read
Best 10 On-Call Management Tools for 2026
open sourceincident managementon-call managementAI SRE

Best 10 On-Call Management Tools for 2026

The appropriate on-call orchestration software empowers you to operate with higher precision, accelerate mean time to resolution, and safeguard architectural consistency. However, navigating the crowded marketplace of available platforms can be an intimidating endeavor.

Inderpal Singh

Inderpal Singh

April 17, 2026 · 6 min read

Read