Today's Big Data Pulse

Data‑Engineering Bottlenecks Shift From Legacy Tech to Leadership Gaps
Three 2026 surveys of 1,629 data professionals show that weak leadership direction and poor requirements now account for 40% of top‑bottleneck votes, outpacing legacy systems at 25%. By April, 50% of respondents cite lack of clear ownership as the biggest pain point, while better tooling is mentioned by under 5%.
Also developing:
By the numbers: Ampere Analysis acquires PlumResearch
LatentView Secures Databricks Gold Partner Status, Boosting Enterprise AI Deployments
LatentView Analytics announced it has earned Gold Partner status in the Databricks Partner Program, underscoring its ability to deliver large‑scale AI and data pipelines. The milestone comes with more than 400 Databricks‑certified staff and new industry‑specific accelerators, positioning the firm to accelerate modern data architectures for enterprise clients.
Collibra Rolls Out Spring ’26 Release with AI‑Driven Governance Automation
Collibra unveiled its Spring ’26 release, introducing automation‑centric data‑governance features, a semantic‑modeling agent and a revamped interface for high‑volume use cases. The upgrade aims to reduce manual effort and accelerate AI model oversight for enterprise customers.
Databricks Acquires Tecton to Accelerate Real‑Time AI Agent Data Pipelines
Databricks announced it will acquire Tecton, a leading real‑time enterprise feature‑store provider, to enhance its data‑engine platform for AI‑driven applications. The deal, disclosed on Aug. 27, 2025, targets faster, personalized AI agents in use cases such as fraud detection, risk scoring...
NetApp Launches AI Data Engine, an NVIDIA‑powered AI‑optimized Data Platform
NetApp introduced AI Data Engine (AIDE), an AI‑optimized data platform built on NVIDIA technology. The system automates metadata catalog creation, enriches content semantically, and will roll out to a limited customer group this month, with broader availability slated for summer.

Moving Up the Stack: Analytics Engineering in the Age of Agents
The article argues that analytics engineering must “move up the stack” again, this time leveraging AI agents to automate routine data work. It highlights dbt’s meteoric growth—over three million daily downloads and a billion total downloads—showing how the tool already reshaped...

The Hidden Cost of Hybrid: Data Risk and Compliance Gaps in Financial Services
Hybrid working has become the default model for UK financial services, but it is fragmenting data governance and exposing firms to hidden compliance risks. The spread of personal devices, unsecured networks, and shadow‑IT tools makes it difficult to maintain audit...
Microsoft Pours $10 B Into AI‑Optimized Data Centres in Japan
Microsoft said it will spend $10 billion to construct AI‑optimized data centre facilities in Japan, a move aimed at boosting the country’s cloud and big‑data capabilities for enterprise AI workloads.
DOJ Privacy Chief Quits as Agency Plans to Hand Voter Data to DHS
Kilian Kagle, the Justice Department’s chief FOIA and privacy officer, resigned days after the agency disclosed a plan to transfer sensitive state voter‑registration data to the Department of Homeland Security. The move, part of a broader push for a national...
Apple Watch’s Health‑Data Engine Sets New Benchmark for Consumer Big‑Data Analytics
Apple’s Watch platform is being hailed as a new standard for consumer‑grade big‑data analytics, leveraging FDA‑cleared atrial‑fibrillation detection and a growing suite of health metrics. Senior director Deidre Caldbeck says the goal is inclusive, actionable data for every iPhone user,...
Unified Data Taxonomies Prevent AI Hallucinations, Artemis 2 Shows
Artemis 2 isn't just about space exploration; it's a critical lesson in the #ExecutiveCostOfBadData. Just like astronauts need a shared language for lunar data, enterprises need high-fidelity data & unified taxonomies to avoid #AIHallucinations. Crucial insights for leaders deploying AI!...
Check Point Uncovers ChatGPT Data Leak Flaw, Raising Big‑data Security Alarms
Cybersecurity firm Check Point discovered a DNS‑tunneling vulnerability in OpenAI's ChatGPT that can exfiltrate user data without alerts. The flaw, found in the model’s runtime environment, comes as OpenAI serves over 800 million weekly users and handles 18 billion messages, underscoring the...

Kimball’s Dimensional Modeling Still Guides Business Process Design
30 years later, Kimball's facts and dimensions and conformed dimensions transcend tooling. Dimensional modeling emphasizes identifying key business processes first, then progressively adding more. https://www.ssp.sh/brain/dimensional-modeling

Enterprise Data Strategies Need Balanced Analytics and Reporting
Why Enterprise #Data Strategies Must Balance #Analytics And Reporting by Govinda Rao Banothu @Forbes Learn more: https://t.co/hUJAggO72h #DataScience #BigData https://t.co/P8RUw08Wr8
Engine, Nuqleous Merge Backed by Rubicon to Create Unified Retail Data Platform
Engine and Nuqleous announced a merger that consolidates their retail analytics capabilities under the Engine brand. Private‑equity firm Rubicon Technology Partners stays on as the majority investor, positioning the new entity to scale faster in the CPG data market.
Musk Unveils Plan for Orbital Data Centers to Power AI, Sparks Debate
Elon Musk told a crowd in March that SpaceX, now merged with xAI, will deploy data centers in Earth orbit to run AI workloads, saying space‑based power could soon be cheaper than terrestrial solutions. The proposal has drawn both enthusiasm...
DeepSeek's V4 AI Model to Run on Huawei Chips as OpenAI Shifts Focus to Enterprise Sales
China's DeepSeek announced its V4 model will run on Huawei's latest chips, prompting Alibaba, ByteDance and Tencent to place bulk orders for hundreds of thousands of units. At the same time, OpenAI reassigned COO Brad Lightcap to head special projects...
Data Mesh: A Human‑Centric Network, Not Just Architecture
Data mesh or mesh of humans? Done well, data mesh IS a network of humans. #DataMesh #DataGovernance https://t.co/18gW4z1eAd

FIATA Makes Data Protection a Standard
FIATA and the Global Shippers Forum have introduced a signable version of their Data Governance Charter, converting previously voluntary principles into a binding framework for digital supply chains. The charter outlines mandatory standards on data ownership, permission controls, protection duties,...
Stop Building Salesforce Integrations From Scratch
Engineers often build custom Salesforce‑to‑warehouse pipelines, but frequent schema changes, API limits, and hidden failures turn maintenance into a monthly time sink. Snowflake’s OpenFlow connector automates schema detection and runs as a native, managed service within Snowflake, eliminating the need...

Immuta Launches Data Provisioning System For AI Agents
Immuta unveiled an Agentic Data Access module that lets autonomous AI agents retrieve enterprise data in real time while enforcing governance policies. The new capabilities treat agents as first‑class data users, applying least‑access privileges, zero standing privileges, and audit trails....
Elon Musk Unveils Orbital Data Centers, Ties Funding to $75 B SpaceX IPO
Elon Musk announced that SpaceX will launch data‑center satellites to power AI workloads from orbit, and he positioned the plan as a cornerstone of a confidential $75 billion IPO filing that could value SpaceX at $1.75‑$2 trillion. The proposal raises questions about...

Validate Data Loads Instantly with SQL EXCEPT
SQL tip You ran a load job overnight. How do you know every record made it? Most people recount rows and hope the numbers match. There's a cleaner way. SELECT order_id FROM staging.orders EXCEPT SELECT order_id FROM production.orders; If this returns nothing, every order transferred successfully. If...
IRS Pilots Palantir’s SNAP Platform to Target $696 Billion Tax Gap
The Internal Revenue Service has launched a pilot of Palantir Technologies’ Selection and Analytic Platform (SNAP) to identify the highest‑value tax cheats. The move targets a $696 billion tax gap and follows more than $200 million in IRS contracts with Palantir since...
Ignoring Data Governance Leads to AI Project Failures
Data governance isn't cool or sexy. That's why nobody talks about it on the record. Meanwhile their AI projects keep failing. #DataGovernance #AI https://t.co/AAKL6A7DLM

"The Year of Surgical Refactors": $400 in Tokens Saves $500k in Annual Costs, Says Former Vibe-Code Sceptic
The article details how a new JSON query‑and‑transform language built in Go slashes latency and Kubernetes expenses. A modest $400 token purchase unlocked roughly $500,000 in annual cost savings, illustrating a high‑return refactor. The author, once skeptical of vibe‑code, now...

How AI Is Transforming Enterprise Data
At Databricks AI Days London 2026, executives highlighted how AI is reshaping enterprise data management by moving from slow, analyst‑driven reporting to instant, natural‑language queries. They emphasized the need for deterministic outputs to earn C‑suite trust and the rise of...

Parquet Fundamentals in 3 Mins
The episode explains how Apache Parquet’s hybrid columnar‑row format optimizes storage and query performance for large datasets. It contrasts row‑wise and pure columnar layouts, highlighting the inefficiencies of each, and then describes Parquet’s structure of row groups, column chunks, and...
China's Hukeda-2 Refueling Demo Generates Vast In‑Orbit Telemetry for Satellite Analytics
China's Hukeda-2 satellite successfully completed its first in‑orbit refueling test on March 24, creating a flood of telemetry data that will be processed by big‑data platforms to improve satellite servicing and lifecycle management. The milestone highlights how massive data streams...
Kanzhun Posts 29% YoY Revenue Rise to $269 M in Q2 2024
Kanzhun Limited announced Q2 2024 revenue of RMB 1.92 bn (≈$269 m), up 29% year‑over‑year, driven by a 25% rise in verified monthly active users and expanding AI recruitment services. The results underscore the firm’s accelerating foothold in China’s big‑data hiring market.

State Management in Stream Processing: How Apache Flink and Kafka Streams Handle State
The article compares how Apache Flink and Kafka Streams manage state in real‑time stream processing. Flink treats state as a first‑class citizen, persisting snapshots to durable storage like S3 via periodic checkpoints. Kafka Streams materializes state changes in compacted Kafka...
Turn Everyday Tools Into AI Insights for 3x Company Clarity
A lot of founders have pinged me to ask what steps they would need to take to pull of what @jack has done restructuring @blocks this way. He answers it spot on 👇 "look at all the tools you're using. Look...
DOE Labs Develop SYNAPS-I AI Platform for Real-Time Beamline Data Analysis
DOE’s Genesis Mission has produced SYNAPS‑I, an AI‑driven imaging platform that unifies neutron, X‑ray and microscopy data from more than 100 beamlines across seven national labs. The billion‑parameter foundation model can reconstruct ptychography scans in real time, turning 1.3 TB of...
Inside the Pipe: What the Architecture Diagram Doesn’t Tell You
The team migrated an on‑premises MongoDB golden source of reference data into a governed cloud pipeline using Kafka, Apache Iceberg, and Athena. They implemented a three‑layer architecture—Landing, Bronze, and Silver—to isolate raw ingestion, structural conversion, and consumer‑ready tables, each with...

Google's LangExtract: Free, Open‑Source Alternative Beats $100K Tools
RIP document extractors. Google just released LangExtract: Open-source. Free. Better than $100K enterprise tools. Here’s what it does: 🧵

Crafting Reliable AI Systems with the Right Data Engineering
The DBTA webinar highlighted that AI projects fail more often due to fragile data pipelines than model flaws. Speakers Kevin Hu and Jerod Johnson outlined how data engineering must evolve to support continuous, real‑time data, lineage, and repeatable outputs for...
From MTU Overages to Predictable Scale: How Apploi Rebuilt Its Customer Data Foundation
Apploi migrated from Segment to RudderStack in just 30 days, cutting data‑pipeline costs by 35% and moving to a warehouse‑centric architecture built around Snowflake. The shift replaced MTU‑based pricing with event‑based fees, giving the company predictable expenses as event volume...

Smooth Daily Revenue with a 7‑Day Rolling Average
SQL tip Daily revenue is noisy. One bad Monday skews the whole picture. A 7-day moving average smooths it out. ROWS BETWEEN 6 PRECEDING AND CURRENT ROW tells SQL to look at today plus the 6 days before it. The result is a rolling...
Snowflake's Data Cloud Becomes Financial AI Gravity Well
Snowflake: Morningstar partnership, new CRO, rising AI workloads. Three signals, one direction. Enterprise data clouds aren't just storage. They're gravity wells for financial intelligence. The platform that controls data access controls the AI output.

Day 48: Sessionization for User Activity Tracking
The post outlines a production‑grade sessionization pipeline that turns raw event streams into actionable user sessions using Kafka Streams session windows, a Redis‑backed active‑session cache, and PostgreSQL for persistence. It highlights real‑time session tracking with sub‑millisecond lookups and a REST...
CSU Spends $17 Million on Campus‑wide ChatGPT Rollout, Survey Shows Mixed Reactions
California State University has committed $17 million to license ChatGPT for all 23 campuses, covering 460,000 students and 63,000 faculty and staff. A university‑wide survey of 94,000 respondents shows high usage but stark disagreement over AI’s role, raising questions about data...
Data Governance: A Messy Human-Centered Design Challenge
Data governance is fundamentally a design problem. And it's messy — because humans are messy. #DataGovernance #HumanCenteredDesign https://t.co/K5mFAET58s

Autonomous AI Systems Depend on Data Governance
The focus of AI safety is shifting from model‑centric controls to the data that fuels autonomous systems. Fragmented, outdated, or ungoverned data can cause unpredictable behavior, especially in regulated or customer‑facing contexts. Denodo’s virtual data‑fabric platform unifies disparate sources, enforces...

Data Analytics Market to Top $1.4trn as Take-Up Surges
Data analytics and insight market projected to surpass $1.4 trillion by 2035, driven by a compound annual growth rate of up to 16.4%, far outpacing the advertising sector’s roughly 4% growth. Predictive analytics now represents over 40% of the market and...

The Missing Interface in Data Platform Engineering
Data platform teams often deliver technically complete stacks, yet consumer teams struggle because the operating interface is missing. The article argues that beyond schemas and APIs, platforms need explicit operational contracts, ownership models, adoption models, and communication patterns. It outlines...
Applied Computing, Wipro, Databricks Team Up to Deploy Physics‑Informed AI for Energy Operators
Applied Computing, Wipro Limited and Databricks have formed a strategic partnership to deliver physics‑informed AI at scale for energy operators across the Middle East, India and Southeast Asia. The trio will combine Applied Computing’s Orbital platform, Wipro’s consulting expertise and...
Coleridge’s 6th Annual Conference Draws 250 Data Leaders to Push Cross‑Border Collaboration
Coleridge convened nearly 250 data experts, policymakers and technology leaders from 39 states at its 6th Annual National Conference in Arlington, VA, March 24‑27. The event’s “Data Beyond Borders” theme spotlighted inter‑agency data integration, AI‑ready datasets and secure enclaves, underscoring...
Kestra Secures $25 Million Series A to Accelerate Open‑Source Orchestration Platform
Kestra announced a $25 million Series A round led by RTP Global, bringing total funding to $36 million. The capital will back the launch of Kestra 2.0, a managed cloud offering, and a broader push into North America and Europe, underscoring the growing...
Nomadic Raises $8.4M to Streamline Video Data for Autonomous Vehicles
NomadicML announced an $8.4 million seed round at a $50 million post‑money valuation, led by TQ Ventures with participation from Pear VC and Jeff Dean. The funding will accelerate its AI‑driven platform that converts raw vehicle footage into structured, searchable data for...
SAP Acquires Reltio to Bolster Enterprise Data Management and AI Ops
SAP announced it will acquire master‑data specialist Reltio, with financial terms undisclosed. The deal integrates Reltio’s cloud‑based MDM platform into SAP’s Business Data Cloud, enhancing data governance for AI and analytics across both SAP and non‑SAP environments.

30 Years Later, Inmon’s Data Warehouse Definition Still Holds
30+ years of proven patterns. Both still relevant. Inmon (1990): "A subject-oriented, integrated, time-variant, non-volatile collection for management decision-making." https://www.ssp.sh/brain/data-warehouse