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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Dynamic Stage | Execute a Pipeline within a Stage !

The new Dynamic Stage allows you to import and execute an entire pipeline's YAML definition inside a single stage of your current pipeline. It is essentially running a pipeline within a stage. The pipeline YAML can either be generated and transformed at runtime in a previous stage, or be directly provided to the source input of the Dynamic Stage in encoded form. Dynamic Stages work seamlessly across Harness CI and CD modules.

Bloom filters: the niche trick behind a 16× faster API

This post is a deep dive into how we improved the P95 latency of an API endpoint from 5s to 0.3s using a niche little computer science trick called a bloom filter. We’ll cover why the endpoint was slow, the options we considered to make it fast and how we decided between them, and how it all works under the hood.

Jira Service Management (JSM) Review for Incident Management (2025)

Atlassian is shutting down OpsGenie. New sales already stopped on June 4, 2025, and the platform will be completely offline by April 5, 2027. As an OpsGenie user, you now face a critical decision: Migrate to Jira Service Management (JSM), Atlassian’s recommended path, or choose a different solution. And if you’re not sure JSM is the right fit for your team’s incident management needs, this review will help you decide. I signed up for JSM and put it through real-world testing.

A CISO's preview of open source and cybersecurity trends in 2026 and beyond

Open source has come a long way. Recently I was watching a keynote address by our founder, Mark Shuttleworth, in which he discussed his vision for Ubuntu to provide quality support and security maintenance across the broad open source ecosystem, and it made me reflect on how far the open source software (OSS) community has come. Indeed, when looking at today’s interoperable open source landscape, the fragmented, disconnected landscape of the past seems like another planet.

Beyond Models: JFrog AI Catalog Evolves to Detect Shadow AI and Govern MCPs

When we first introduced the JFrog AI Catalog, it was our mission to provide the industry with a single system of record for governing the complex landscape of internal, open-source, and external commercial AI models. This foundational step was critical for enterprises to move from uncontrolled innovation to delivering AI with trust and confidence. However, the AI landscape is ever-evolving. The challenge for today’s enterprise is already evolving beyond simply managing a library of known models.

Securing Vibe Coding: JFrog Introduces AI-Generated Code Validation

A fundamental shift in software development is already here. Gartner predicts that by 2028, 75% of enterprise software engineers will use AI code assistants – a massive leap from less than 10% in early 2023. While this AI-driven speed creates a competitive advantage, it also opens a dangerous new front in the battle for software supply chain security.

Canonical Kubernetes officially included in Sylva 1.5

Sylva 1.5 becomes the first release to include Kubernetes 1.32, bringing the latest open source cloud-native capabilities to the European telecommunications industry With the launch of Sylva 1.5, Canonical Kubernetes is now officially part of the project’s reference architecture. This follows its earlier availability as a technology preview in Sylva 1.4.

An Open SDLC Controls Framework for Financial Services

How can financial institutions align on software delivery governance without slowing down innovation? At FINOS OSFF New York 2025, Deutsche Bank and Morgan Stanley introduced the new SDLC Governance Working Group — an open collaboration under FINOS to create a Common Controls Catalogue for software delivery. Kosli's Mike Long helped form and participates this group, contributing expertise in continuous compliance automation and controls engineering to connect the engineering and policy communities.

Redgate Monitor

Redgate Monitor helps you manage your entire database estate from a single pane of glass. Monitor SQL Server, PostgreSQL, Oracle, MySQL, and MongoDB – on premises, in the cloud, or in hybrid environments. Get database observability to proactively mitigate potential risks with instant problem diagnosis and customizable alerting. No downtime, customer complaints, or wake-up calls at 3am.