Idea

When will we see the observability vendors moving from the "single-pane-of-glass" promise in favor of a truly open data architecture?

When will we see the observability vendors moving from the "single-pane-of-glass" promise in favor of a truly open data architecture?

April 12, 2026Systems thinkingOpen the original LinkedIn post โ†—

๐‘พ๐’‰๐’†๐’ ๐’˜๐’Š๐’๐’ ๐’˜๐’† ๐’”๐’†๐’† ๐’•๐’‰๐’† ๐’๐’ƒ๐’”๐’†๐’“๐’—๐’‚๐’ƒ๐’Š๐’๐’Š๐’•๐’š ๐’—๐’†๐’๐’…๐’๐’“๐’” ๐’Ž๐’๐’—๐’Š๐’๐’ˆ ๐’‡๐’“๐’๐’Ž ๐’•๐’‰๐’† "๐’”๐’Š๐’๐’ˆ๐’๐’†-๐’‘๐’‚๐’๐’†-๐’๐’‡-๐’ˆ๐’๐’‚๐’”๐’”" ๐’‘๐’“๐’๐’Ž๐’Š๐’”๐’† ๐’Š๐’ ๐’‡๐’‚๐’—๐’๐’“ ๐’๐’‡ ๐’‚ ๐’•๐’“๐’–๐’๐’š ๐’๐’‘๐’†๐’ ๐’…๐’‚๐’•๐’‚ ๐’‚๐’“๐’„๐’‰๐’Š๐’•๐’†๐’„๐’•๐’–๐’“๐’†?

The era of the "all-in-one" observability monolith is dying, but its replacement is currently a fragmented mess of collection without consumption.

This trend article shows that observability remains a strong domain that is maturing, yet still struggling with the fundamentals. (Link in comments)

While the trajectory toward automation is clear, there is a disconnect between adding capabilities and solving the actual pain points of the modern enterprise.

1. ๐“๐ก๐ž ๐ˆ๐ง๐ญ๐ž๐ซ๐จ๐ฉ๐ž๐ซ๐š๐›๐ข๐ฅ๐ข๐ญ๐ฒ ๐ˆ๐ฅ๐ฅ๐ฎ๐ฌ๐ข๐จ๐ง

OpenTelemetry has commoditized data collection, but that is only one piece of the puzzle. The primary bottleneck has shifted to processing and consumption. Many vendors still treat interoperability as optional, failing to realize that in a complex ecosystem, data lock-in is a strategy with diminishing returns.

2. ๐‡๐ข๐ ๐ก ๐…๐ซ๐ข๐œ๐ญ๐ข๐จ๐ง, ๐‹๐จ๐ฐ ๐ƒ๐ข๐Ÿ๐Ÿ๐ž๐ซ๐ž๐ง๐ญ๐ข๐š๐ญ๐ข๐จ๐ง

Switching tools remains a high-cost, low-value exercise because most solutions fail to address the root causes of observability debt. However, a shift is occurring: established vendors are finally waking up to the reality that large-scale deployments will never be a single-vendor environment.

3. ๐“๐ž๐ฅ๐ž๐ฆ๐ž๐ญ๐ซ๐ฒ ๐š๐ฌ ๐š ๐ƒ๐š๐ญ๐š ๐ƒ๐จ๐ฆ๐š๐ข๐ง

Perhaps most importantly, specialized data platforms are moving into the telemetry space. It makes perfect senseโ€”telemetry is essentially a massive data domain. These platforms are designed to handle scale and break the silos that traditional monitoring tools have spent decades building.

๐“๐ก๐ž ๐๐จ๐ญ๐ญ๐จ๐ฆ ๐‹๐ข๐ง๐ž

True value lies in solving the client's real pain points, not in an endless arms race of features.

The next market leaders won't be those with the most capabilities, but those who quickly unlock telemetry and provide true, optimized interoperability.

#Observability #DataStrategy #CloudNative #AIOps

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