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Understanding Open Search" vector field type'Part 2: sparse_vector
1+ day, 17+ hour ago (648+ words) April 27, 2026 | By Ramya Ravi In part 1, we explored how knn_vector field type enables semantic search by retrieving results based on meaning rather than exact matches. When building real-world AI applications such as e-commerce search, enterprise search, and conversational systems, you will…...
Apache Cassandra" 6 Accord transactions: What you need to know
4+ day, 17+ hour ago (740+ words) April 24, 2026 | By Mariah Mc Laughlin Experiences like these depend on transactional guarantees at the data layer, which rely on ACID semantics, particularly atomicity and isolation, to prevent inconsistent intermediate states. Because Cassandra is designed to deal with data replication and…...
Apache Kafka" 4. 1. 0: Advancing Queues and rack-aware rebalancing returns
6+ day, 17+ hour ago (606+ words) April 22, 2026 | By Paul Brebner What is new in the latest Kafka release? In my previous blog, I introduced the new Streams Rebalance Protocol. Now, I'm diving into more exciting Apache Kafka 4. 1. X features. We welcome back rack-aware partition rebalancing (KIP…...
What's new in Kafka" 4. 1. 0? Introducing the new Streams Rebalance Protocol
1+ week, 1+ day ago (668+ words) April 20, 2026 | By Paul Brebner It's been a while since I've looked at new Apache Kafka versions and features (Kafka 4. 0. 0 back in July/August 2025, just after we released 4. 0 as GA on our managed platform). There were lots of new additions in…...
Building the AI Cluster Health Summary: From raw metrics to clear signals
3+ mon, 1+ week ago (699+ words) January 21, 2026 | By Chris Carter The new AI Cluster Health Summary on the Instaclustr Console is designed to give you a concise, transparent reading of recent cluster state'the what and the why'so you can understand the health of any Net App…...
Introducing Kafka Client Telemetry: Centralized client metrics for Instaclustr Managed Apache Kafka
1+ week, 5+ day ago (146+ words) April 16, 2026 | By Varun Ghai Net App, a leading provider of fully managed open source data and workflow application solutions, is introducing a significant enhancement to its managed service Instaclustr for Apache Kafka. This new feature called Client Telemetry is designed…...
Powering low-latency analytics with Click House" and Amazon FSx
1+ week, 6+ day ago (212+ words) April 15, 2026 | By Jaime Borucinski Analytics platforms are commonly constrained by a familiar trade'off: file'based storage delivers the performance and semantics that analytical databases expect, while object storage delivers cost efficiency at scale. With Managed Click House on FSx for ONTAP,…...
Understanding Open Search" vector field types'Part 1: knn_vector
2+ week, 17+ hour ago (686+ words) April 14, 2026 | By Ramya Ravi knn_vector enables developers to store machine learning embeddings and perform similarity search based on meaning rather than exact words, laying the groundwork for scalable semantic search. This is a developer-focused two-part series. Part 1 covers Open Search's knn_vector field…...
Open Search version 3. 6 release'smart agents and fast search
2+ week, 4+ day ago (925+ words) April 10, 2026 | By Kassian Wren ML Commons is the main driver for using LLMs and other ML models within Open Search clusters. The improvements made within are important for Open Search's continued development as an AI search platform. One of the…...
How to build a streaming analytics pipeline with Terraform and Instaclustr'Part 2: Designing the complete data pipeline
2+ week, 6+ day ago (912+ words) April 08, 2026 | By Walt Ribeiro In part 1, we deployed a managed Apache Kafka cluster with Terraform. That gave us a reliable message broker, but a broker sitting alone isn't a pipeline'it's just infrastructure waiting for a purpose. Today, we add the…...