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Solutions Review Executive Editor Tim King curated this list of notable data management news for the week of October 23, 2026.<\/strong><\/em><\/p>\n Keeping tabs on all the most relevant big data and data management news can be a time-consuming task. As a result, our editorial team aims to provide a summary of the top headlines from the last week in this space. Solutions Review editors will curate vendor product news, mergers and acquisitions, venture capital funding, talent acquisition, education updates, and other noteworthy big data and data management news items.<\/p>\n For early access to all the expert insights published on Solutions Review<\/em>, join Insight Jam<\/em><\/a><\/strong><\/span>, a community dedicated to enabling the human conversation on AI.<\/p>\n Actian Research Finds Growing Demand To Run AI Beyond The Cloud<\/strong><\/p>\n A BARC study commissioned by Actian found that 76% of organizations say deploying AI outside the cloud has become more important over the past year, even as 77% use cloud infrastructure for some AI workloads. Based on 329 respondents surveyed in June and July, the research identifies data sensitivity, mission-critical processes, cybersecurity, and provider dependency as key drivers. The findings point to deliberate workload placement across cloud, on-premises, and edge environments\u2014not wholesale cloud retreat\u2014with Actian emphasizing enforceable policies and auditable controls wherever AI operates.<\/p>\n Read on for more\u2192 New BARC Research Commissioned by Actian Finds 76% Say Deploying AI Outside the Cloud Is Now More Important<\/span><\/a><\/span><\/p>\n Boomi Acquires Elementary To Add Data Observability And Reliability For Enterprise AI<\/strong><\/p>\n Boomi has acquired Elementary Data in a deal valued by CTech at approximately $40\u201345 million in cash and stock, adding data observability to its integration and governance platform. Elementary combines quality monitoring, column-level lineage, shared metadata, and an MCP server that exposes data context and health to AI tools. All 17 employees will join Boomi, which plans to continue supporting both Elementary Cloud and its open-source project without immediate changes to the repository or release process.<\/p>\n Read on for more\u2192 Boomi Acquires Israeli Startup Elementary for $40\u201345 Million<\/span><\/a><\/span><\/p>\n Couchbase Adds Managed Agent Memory, Semantic Caching, And Bedrock Integration<\/strong><\/p>\n Couchbase has expanded its AI Data Plane with managed Agent Memory on AWS, a managed MCP server, semantic caching, and native Amazon Bedrock integration in its Model Service. The capabilities preserve context between sessions and reuse responses to similar requests, reducing repeated model processing. Couchbase reports 40\u201360% fewer model calls in semantic-caching tests and 33\u201345% fewer memory tokens than leading alternatives on the LoCoMo benchmark; these measure different workloads, not a combined savings rate.<\/p>\n Read on for more\u2192 Couchbase Adds Managed Agent Memory and Semantic Caching to AI Data Plane<\/span><\/a><\/span><\/p>\n Denodo Study Models 290% Return From A Governed AI Data Layer<\/strong><\/p>\n A Veqtor8 study published by Denodo projects a 290% return on investment over three years from using a governed AI data layer to support enterprise agents. Based on practitioner and partner interviews, the composite model scales from 100 to 900 agents across 100 distributed sources and reports threefold faster deployment and 68% lower AI operating costs. The modeled savings come from reusable data products, centralized policies, and smaller context payloads rather than custom integrations for every agent; the figures represent a composite scenario, not guaranteed customer results.<\/p>\n Read on for more\u2192 Denodo Study Finds 290% AI Data Layer Return on Investment<\/span><\/a><\/span><\/p>\n Grafana Speeds Log Search And Expands Automated Telemetry Cost Controls<\/strong><\/p>\n Grafana Labs has made faster full-text search generally available in Grafana Cloud Logs, using technology from its Logline acquisition to locate rare values such as request and customer IDs more quickly. Adaptive Logs Archive, now in public preview, routes selected logs to customer-owned object storage in an open format for lower-cost retention. Other generally available updates automatically apply metric-cardinality recommendations and let developers retrieve traces dropped by adaptive sampling for 24 hours, balancing telemetry savings with investigation needs as AI workloads generate more data.<\/p>\n Read on for more\u2192 Grafana Labs Brings Faster Full-Text Search and Smarter Data Optimization to Grafana Cloud at ObservabilityCON 2026<\/span><\/a><\/span><\/p>\n Neo4j Introduces Context Engine To Connect Agent Reasoning With Business Meaning And Policies<\/strong><\/p>\n Neo4j has introduced Context Engine in private preview, combining business definitions, processes, enterprise data, access rules, and operational memory in a connected graph. A six-layer ontology tells agents what business concepts mean, where relevant data resides, how to access it, and what previous decisions can teach them. Context Studio provides a shared management interface, while governed GraphRAG retrieval and connected memory aim to make answers and actions explainable without requiring customers to replace their existing LLMs or agent frameworks.<\/p>\n Read on for more\u2192 Neo4j Context Engine: Rapidly Build Dependable Enterprise Agents<\/span><\/a><\/span><\/p>\n Proofpoint Agrees To Acquire Varonis In $6.3 Billion Data And AI Security Deal<\/strong><\/p>\n Proofpoint has entered a definitive agreement to acquire Varonis in an all-cash transaction valued at approximately $6.3 billion, with shareholders receiving $49.75 per share. The companies plan to connect communications, identities, permissions, sensitive data, and AI activity in a unified security platform that helps organizations control access and prevent data loss. Following closing, Proofpoint intends to integrate capabilities and align go-to-market efforts, extending its human and agent cybersecurity business with Varonis\u2019 data visibility, exposure reduction, and AI security technology.<\/p>\n Read on for more\u2192 Proofpoint to Acquire Varonis in $6.3B Transaction<\/span><\/a><\/span><\/p>\n Qlik Brings Governed Business Context And Analytics Workflows Into Claude<\/strong><\/p>\n Qlik\u2019s MCP server is now available through Anthropic\u2019s Claude Directory, giving customers a simpler way to connect Claude with governed data, business metrics, lineage, and existing analytical logic in Qlik Cloud. Users can search apps and datasets, ask natural-language questions, inspect expressions and scripts, and create dashboards and visualizations without rebuilding business definitions in prompts.<\/p>\n Read on for more\u2192 Qlik Brings Governed Business Context and Analytics Workflows to Claude<\/span><\/a><\/span><\/p>\n Starburst Introduces GPU-Native SQL Engine Without Requiring Query Or Application Changes<\/strong><\/p>\n Starburst has announced limited general availability of Torin, a Trino-based engine for Starburst Enterprise that executes SQL natively on NVIDIA GPUs using cuDF. Torin complements the existing CPU engine without requiring changes to Trino SQL, applications, agents, or governance controls. Starburst reports up to sevenfold faster performance in its TPC-H testing and 3.4 times the ClickBench throughput of a CPU baseline at similar hourly hardware cost; the vendor-run, single-node development benchmarks exclude software licensing and do not guarantee production results.<\/p>\n Read on for more\u2192 Starburst Introduces Torin, a GPU-Native Analytics Engine Built on NVIDIA cuDF<\/span><\/a><\/span><\/p>\n Teradata Combines Identity Reduction, Data-Layer Security, And Immutable AI Recovery<\/strong><\/p>\n Teradata has announced privacy, security, and resilience capabilities that protect sensitive information while preserving its usefulness for enterprise AI. Anonomatic-powered Poly-Anonymization separates identity from analytical records, while native masking, classification, tagging, and column-level encryption enforce protection closer to the data. Additional capabilities include post-quantum protection for data in transit, Immuta-based attribute-driven authorization, real-time replication, and immutable backups.<\/p>\n Read on for more\u2192 Teradata Introduces New Privacy, Security, and Resiliency Capabilities for Enterprise AI Data Protection<\/span><\/a><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n Editor’s Lens<\/em>: Data Sovereignty is Becoming a Design Principle for Enterprise AI by Tim King<\/strong><\/p>\n From my view of the chess board, data sovereignty is usually explained through the lens of regulation and geography. That is, companies needed to know where sensitive information was stored, which jurisdiction governed it, and whether their infrastructure complied with applicable requirements.<\/p>\n Read on Solutions Review<\/em><\/a><\/span><\/p>\n –<\/p>\n Mini Jam Q3, 2026<\/i> On-Demand: Education in the Age of Abundant Intelligence<\/b><\/p>\n AI\u00a0is quickly moving from experimentation to operational reality across education, workforce development, and practitioner\u00a0learning environments. What began as a conversation around tools has evolved into a much\u00a0larger\u00a0transformation\u00a0involving\u00a0skills<\/a><\/strong>, implementation strategies, institutional design, and\u00a0the future structure of learning itself<\/a><\/strong>. All-in, Mini Jam Q3, 2026 provides an unparalleled opportunity to gain insights, engage with experts, and stay at the forefront of the conversation on the human impact of AI on education.<\/span><\/p>\n Read on Solutions Review<\/em><\/a><\/p>\n Solutions Review<\/em> Announces New EdTech Site on the Future of Work and Learning<\/strong><\/p>\n The site will provide\u00a0ongoing editorial<\/a><\/strong>,\u00a0expert thought leadership<\/a><\/strong>, research-driven analysis on\u00a0the state of EdTech<\/a><\/strong>, and awards programming through\u00a0Mesh Awards<\/a><\/strong>\u00a0to cover fully this transformation.\u00a0Solutions Review<\/em>\u00a0EdTech<\/a><\/strong>\u00a0will also house\u00a0information gain<\/a><\/strong>\u00a0from\u00a0quarterly virtual events<\/a><\/strong>,\u00a0expert panels<\/a><\/strong>,\u00a0podcasts<\/a><\/strong>, and more from its sister brand\u00a0Insight Jam<\/em>\u00a0(1M+ on YouTube<\/a><\/strong>), the\u00a0home for the human conversation<\/a><\/strong>.<\/p>\n Read on Solutions Review<\/em><\/a><\/p>\n We Didn’t Build Solutions Review for AI, We Built it for Buyers by Tim King<\/strong><\/p>\n A nuclear bomb has been exploded in not only digital marketing, but enterprise tech buying. Buyers increasingly discover information through AI search and their favorite GenAI bot, social media platforms like LinkedIn, and synthesized answers rather than lists of blue links. Visibility still matters, but the question is evolving from \u201cCan you rank?\u201d to \u201cCan you be\u00a0anchored as trusted a source<\/a><\/strong>?\u201d<\/p>\n Read on Solutions Review<\/em><\/a><\/p>\n Insight Jam’s <\/em>Mesh Lab Episode 5 Now Available: Human-Centered Environments<\/strong><\/p>\n The conversation shifts beyond standard pedagogy to address the existential crisis facing students and workers as AI disrupts traditional ideas of productivity and purpose. Panelists emphasize the urgent need to stop measuring final outputs and instead focus on the creative, collaborative process of learning. Ultimately, the group argues that to foster uniquely human skills like adaptability in students, educators must first be granted the autonomy to exercise those exact same skills.<\/p>\n Watch on Insight Jam<\/em><\/a><\/p>\n Solutions Review <\/i>Surpasses 250K on YouTube to Power Unmatched Media Momentum in Enterprise Tech & the Human Impact of AI<\/b><\/p>\n Solutions Review<\/em>\u00a0has officially surpassed\u00a0250,000 subscribers on YouTube<\/a><\/strong>, a milestone that\u2019s about more than just the number. This moment marks the payoff of a deliberate, two-year strategy\u00a0centered on authoritative video<\/a><\/strong>,\u00a0human-led insight<\/a><\/strong>, and an early recognition of how AI search engines ingest information, assign trust, and surface sources at scale.<\/p>\n Read on Solutions Review<\/em><\/a><\/p>\n Solutions Review<\/em> Editors Launch New ‘Human-AI Ledger’ Newsletter to Chronicle the Human Impact of AI<\/strong><\/p>\n Artificial intelligence is everywhere\u2014but understanding its human impact has never been more urgent. That’s where Solutions Review<\/em>‘s latest newsletter, The Human-AI Ledger<\/i><\/a><\/strong><\/span>, comes in. Designed to chronicle how AI is reshaping the way we learn, work, lead, and live, this newsletter explores the soft side of AI\u2014the non-technical, deeply human dimensions that determine whether this technological revolution helps us thrive or leaves us behind.<\/span><\/p>\n Sign up now to get a weekly debrief of the latest human-centric news, insights, and commentary coming out of this emerging discussion.<\/span><\/p>\nTop Data Management News for the Week Ending October 23,<\/strong> 2026<\/strong><\/h2>\n
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<\/a>Watch this space each week as our editors will share upcoming events, new thought leadership, and the best resources from Insight Jam<\/em>, Solutions Review’s enterprise tech community<\/a><\/strong><\/span> where the human conversation around AI is happening. The goal? To help you gain a forward-thinking analysis and remain on-trend through expert advice, best practices, predictions, and vendor-neutral software evaluation tools.<\/p>\n