Today's Big Data Pulse
Leadership Gaps Hamper Data Engineering Teams, Survey Finds
Three 2026 surveys of 1,629 data professionals reveal organizational issues now dominate data‑engineering bottlenecks. In January, weak leadership direction and poor requirements accounted for 40% of top‑bottleneck votes, while by April 50% cited lack of clear ownership as the biggest pain point. Legacy systems and tooling were far lower priorities, at 25% and under 5% respectively.
Also developing:
By the numbers: Sensor Tower acquires AppMagic to expand SMB offering
Elastic Unveils AI‑Driven Observability Features in 2026 Spring Guide
Elastic released its 2026 Spring edition guide, spotlighting AI‑suggested log processing and out‑of‑the‑box alert templates for its Observability stack. The rollout, announced ahead of a May 16 webinar, aims to cut manual configuration time and accelerate issue detection across complex, AI‑driven infrastructures.
SGS and Sami Unveil UK Decarbonisation Platform to Convert Carbon Data Into Actionable Projects
SGS and sustainability software firm Sami have launched a UK‑wide decarbonisation platform that merges automated carbon data capture with SGS’s consulting pedigree. The service, already used by over 2,000 European firms, aims to shift carbon reporting from a compliance chore...
Spice AI Secures $13.5 M Seed Funding to Build AI‑Powered Web3 Data Platform
Spice AI announced a $13.5 million seed round led by Madrona, with participation from Blackbird Ventures, Basis Set, and GitHub CEO Thomas Dohmke, who also joins the board. The funding will expand its AI‑driven platform that gives developers SQL access to blockchain...
Master Fundamentals, Not Fleeting Data Tools
Attention Data Engineers 🚨 Stop chasing every new tool that shows up. Today it’s Snowflake.Tomorrow it’s DuckDB. Next week it’ll be something else. And you’ll always feel one step behind. Here’s what actually compounds: Write SQL so clean that anyone can trust it. Understand how data moves...
AI Won’t Cure Data Debt, Just Raise Costs
Scott Taylor: "AI is not Ozempic for data management." It will not absorb 20 years of data debt. The hard work doesn't vanish, it just gets a new vendor and a bigger invoice. https://t.co/6uuYvKplh7
Day 52: Implement a Simple Inverted Index for Log Searching
The post walks through building a real‑time inverted index for log data, ingesting messages from Kafka, tokenizing them, and persisting the index in Redis for hot lookups and PostgreSQL for cold storage. It adds a search API that ranks results...
Marketers Question CDP Supremacy as AI, Zero‑Copy Strategies Gain Traction
A fresh CMSWire analysis spotlights a growing split among marketers over the relevance of traditional Customer Data Platforms. While CDPs have long promised a unified view of the customer, AI‑powered, zero‑copy and composable solutions are challenging that model, prompting CMOs...
France Deploys AI‑Powered Data Management System to Bolster Military Operations
France's defence ministry announced that its armed forces will field an AI‑based data‑management platform within months, a sovereign effort meant to match the U.S. Project Maven. General Benoît Desmeulles said the system will enable distributed data work and improve decision‑making...
Japanese AI Platform COMETA Launches Query Collection to Share Validated SQL Across Enterprises
PrimeNumber released COMETA's Query Collection on April 17, 2026, allowing organizations to catalog and share validated SQL queries. The AI‑powered data platform will reference these queries during analysis, improving accuracy and cutting review time while adding granular access controls.
STScI Launches Roman Research Nexus Cloud Platform for Upcoming Telescope
The Space Telescope Science Institute, in partnership with NASA and Caltech/IPAC, has released the Roman Research Nexus, a cloud‑hosted science platform that streams simulated data from the Nancy Grace Roman Space Telescope. The service is live now, preparing researchers for...
Elida Beauty Adopts SnapLogic to Streamline Data Pipelines After Unilever Spin‑off
Elida Beauty, the newly independent consumer‑goods group spun off from Unilever, has chosen SnapLogic as its core integration platform. The move enables more than 400 ETL pipelines to run across ERP, finance and supply‑chain systems, reducing integration rollout from months...
Why Your Pipeline Finishes Later Every Month
Data pipelines increasingly finish later each month, a phenomenon the author calls “shifting right.” A junior engineer’s daily timestamps revealed a steady drift from 5:47 AM to 7:23 AM, threatening a 9 AM SLA. The article explains why slow‑down is harder to detect...
The Rise of Experimental Data Lakes
Experimental data lakes are emerging as a new scientific data foundation, capturing raw instrument output together with full experimental context. They differ from traditional enterprise lakes by handling messy, high‑volume data and preserving metadata for reuse. The shift is driven...
Codelco Taps Microsoft for Analytics, AI
Codelco, the world’s largest copper miner, has signed an 18‑month partnership with Microsoft to deploy artificial intelligence, advanced analytics, automation and digital security solutions. A joint governance board will oversee strategic and operational execution, ensuring pilots and early‑stage tests align...
Survey: Poor Data Infrastructure Creates Waste in AI Spending
A Hitachi Vantara survey of 1,200 executives reveals that legacy data environments are hampering AI returns, with 84% of North American firms describing their data stacks as overly complex. AI budgets are set to surge 76% over the next two...
Oracle Delivers Semantic Search without LLMs
Oracle introduced Trusted Answer Search, a semantic search solution that relies on vector similarity rather than large language models. Enterprises define a curated search space of approved documents and metadata, enabling deterministic, auditable responses such as reports or URLs. The...
Understanding Data Ownership Is Key Before Hotel Budget Season
Hotel operators are increasingly focused on data ownership as they approach the annual budget cycle. The article highlights that while software upgrades are routine, the ability to export, migrate, and control historic data can become costly and time‑consuming. It stresses...
Dbt Projects on Snowflake: Build & Deploy with Cortex Code
Snowflake’s Cortex Code adds an AI‑driven layer to dbt projects, accessible via the Snowsight UI or a lightweight CLI. The tool bridges local development and Snowflake, auto‑generating SQL, documentation, tests, and YAML updates from natural‑language prompts. It also scans run...
Do You Still Need to Centralize Your Data if Your Interface Is Claude?
The article argues that Claude‑style AI agents can serve as a universal interface for analytics, CRM, and campaign tools, potentially eliminating the need for a centralized data warehouse. However, this only works when user identities and schemas are consistent across...
Storage News Ticker – April 17
April 17’s data‑management ticker highlighted a wave of product launches and market milestones aimed at simplifying AI‑driven data workflows and bolstering sovereign‑cloud resilience. Adeptia’s Automate 5.2 adds natural‑language querying for workflow diagnostics, while Attacama ONE offers audit‑ready evidence to satisfy the EU...
Confluent CTO Says Agentic AI Workflows Are Fueling a Real‑Time Data Surge
Confluent’s chief technology officer Stephen Deasy says the rise of agentic AI workflows is creating a structural surge in demand for real‑time data, forcing enterprises to move away from batch pipelines toward continuous streaming architectures.
Schema Evolution: Add Columns Without Breaking Downstream Consumers
Adding a column seems trivial. Until you realize 47 downstream consumers break. Schema evolution is a pivotal feature of data lake table formats. It enables seamless addition of new columns without disrupting existing structures. https://www.ssp.sh/brain/schema-evolution
5 Useful Python Scripts for Advanced Data Validation & Quality Checks
The article presents five open‑source Python scripts that tackle advanced data‑validation challenges beyond basic null or duplicate checks. Each script focuses on a specific pain point—time‑series continuity, semantic business‑rule enforcement, data drift and schema evolution, hierarchical graph integrity, and cross‑table...
Blackstone Invests $17 Million in TextQL to Automate Executive Data Queries
Blackstone Innovations Investments led a $17 million strategic round in TextQL, the AI‑driven analytics startup founded by Ding and Mark Hay. The deal targets the growing demand for instant, plain‑language answers to enterprise data questions, a market Blackstone sees as ripe...
Celonis and Oracle Deepen Ties, Deploy Process Intelligence on OCI for Fusion Cloud ERP
Celonis and Oracle announced an expanded partnership that makes the Celonis Process Intelligence Platform available on Oracle Cloud Infrastructure. The integration adds a dedicated AI‑agent context layer for Oracle Fusion Cloud ERP customers, promising real‑time process insights and autonomous decision‑making.
Analytics Firm Bubblemaps Uncovers $300,000 Polymarket Profit From Biden Pardons via Blockchain Data
Paris‑based analytics company Bubblemaps identified a trader who earned roughly $316,000 by betting on four of President Biden's last‑minute pardons on Polymarket. Using AI‑driven blockchain forensics, the firm linked two accounts to a single Kraken wallet, prompting questions about insider...
Winning AI Firms Clean Data Before Scaling
"Garbage in, garbage out is as irrefutable as gravity." Scott Taylor. AI doesn't change physics. The companies winning with AI fixed the data first. Everyone else is paying NVIDIA to confirm their data is broken. https://t.co/o7kTniQ2Ev
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/vcT5GRd7aR
Scaling Regulated Data Workflows Without Lock‑In - with Juan Orlandini of Insight
In this episode, Juan Orlandini, CTO of North America at Insight, explains how finance leaders can modernize chaotic, regulated data environments by integrating AI thoughtfully rather than layering it on outdated systems. He stresses that generative AI excels at pattern...
Governance Is Hobby; Security Is Necessity with Consequences
Data Governance: trending down. Data Security: trending up. Not a paradox. A lesson. Governance without consequence is a hobby. Security with consequence is a necessity. Scared organizations actually do the work. Same underlying work. Different stakes. Different budget. https://t.co/ywusY5rwFp
Shaun Thomas: Enforcing Constraints Across Postgres Partitions
PostgreSQL’s partitioned tables cannot enforce a global unique or primary key unless the constraint includes the partition key, because each partition maintains its own index. Developers often need uniqueness across all partitions for deduplication, but the built‑in limitation forces workarounds....
Qlik Introduces Data Trust Scores for AI Agents
.@Qlik aims to gauge trust of the data underneath agentic AI https://t.co/imj2bAfdYz Qlik is looking to give the data used by AI agents a trust score to make agentic systems more reliable. https://t.co/onnPfAySF1
Accenture Buys Spanish AI Firm Keepler, Adding 240 Experts to Its Data Practice
Accenture announced the acquisition of Keepler, a Spanish data and AI consultancy, bringing a 240‑person team in Madrid, London and Lisbon into its AI and data analytics practice. The deal, terms undisclosed, deepens Accenture’s end‑to‑end AI offering and positions it...
Mount Sinai Adopts SOPHiA GENETICS AI Platform to Boost Precision Cancer Care
Mount Sinai Health System announced it will adopt SOPHiA GENETICS' AI‑powered DDM platform to enhance genomic testing for blood cancers and solid tumors. The partnership, unveiled at the AACR 2026 meeting, adds the New York health system to a network...
Dbt Labs Report Shows AI-Driven Analytics Outpaces Governance, Trust Gaps Grow
dbt Labs released its fourth annual State of Analytics Engineering Report, revealing that AI‑powered analytics is accelerating faster than governance and data‑quality practices. Trust in data rose to 83% of respondents, while 71% worry about inaccurate data reaching stakeholders, underscoring...
Qlik Unveils AI‑Driven Data Engineering Suite to Speed AI‑Ready Data Delivery
Qlik announced a suite of AI‑enhanced data‑engineering tools, including declarative pipelines, real‑time routing in Talend Studio and native streaming in Open Lakehouse. The upgrades target faster, more reliable AI‑ready data delivery for the 75% of Fortune 500 firms that use Qlik.
DevOps Is Becoming Data Engineering’s New Data Science Role
Is DevOps the new data engineering of data science? As in the old days, when you spent 80% of your time on data engineering instead of data science. https://www.ssp.sh/brain/the-state-of-devops-in-data-engineering
AI Accelerates Mid-Market Data Integration for Faster Decisions
Contributor Spotlight: Henry Park (p. 33): AI makes mid-market data integration faster and more accessible - connect systems, improve insight, speed decisions. https://t.co/YrxFqMpTXp #AI #Data #SIOP https://t.co/l3pRT7Y3Zz
Buildots Unveils AI‑Driven ‘Construction Intelligence’ Platform to Slash Delays by Up to 50%
Buildots introduced its AI‑powered “construction intelligence” platform, a unified data layer that turns fragmented site information into actionable insights. The system claims to reduce project delays by as much as 50%, equivalent to 2‑3 months on typical builds, and is...
DuckDB Uses RDBMS to Attack Classic 'Small Changes' Problem in Lakehouses
DuckDB Labs released DuckLake v1.0, a production‑ready lakehouse format that uses an embedded RDBMS as a metadata catalog to batch tiny data changes before flushing them to Parquet files. By storing row‑level inserts and deletes in DuckDB, PostgreSQL or SQLite, the...
China’s Robot Surge Highlights U.S. AI and Data‑Analytics Gap
China’s aggressive rollout of factory‑floor and humanoid robots is outpacing the United States, exposing a shortfall in American data‑analytics and AI implementation. Experts say the gap stems from fragmented U.S. policy and a lack of coordinated national strategy, while Beijing’s...
ZoomInfo Partners with Pinecone to Power AI Contact Recommendations, Lifting Engagement 50%
ZoomInfo announced a partnership with Pinecone to embed the latter's serverless vector database into its sales intelligence platform. The integration powers real‑time AI contact recommendations, delivering a 50% rise in user engagement and a two‑fold boost in relevance, while handling...
Mid‑Market Firms Must Close Compliance Gaps Now
Mid-market regulated firms are sitting on a compliance gap. PHI/PII pipelines built for speed, not governance. DLT expectations. Unity Catalog policies. On-call ownership. Most have one layer. Few have all five. Build it right once. Outrun the audit.
Why Hospital Dashboards Tell the Future But Operations Remain Stuck in the Past
Over the past decade, hospitals have poured capital into data warehouses, interoperability and predictive dashboards, creating an abundance of real‑time intelligence. Yet most health systems still treat analytics as a reporting layer, with decisions anchored in historical precedent and negotiated...
When, and when Not, to Use LLMs in Your Data Pipeline
Data teams often rush to add large language models (LLMs) to pipelines, but misapplication can cause cost, latency, and compliance headaches. The guide outlines where LLMs truly add value—unstructured text enrichment, semantic search with retrieval‑augmented generation, natural‑language‑to‑SQL, and anomaly explanation—while...
IBM's $11 B Purchase of Confluent Fuels Debate Over Enterprise Data‑Stack Consolidation
IBM announced an $11 billion deal to acquire Confluent, the commercial steward of Apache Kafka, intensifying debate over data‑stack consolidation in the enterprise cloud. Analysts warn that integrating Kafka into IBM’s broader platform could create architectural debt and lock‑in, while IBM...
Missouri Leaders Clash Over $6 B AI Data‑Center Plan Amid Talk of Orbital Facilities
Missouri Governor Mike Kehoe and U.S. Sen. Josh Hawley are publicly debating a proposed $6 billion artificial‑intelligence data‑center in Festus, Missouri, after half the city council was ousted. The controversy has sparked speculation that future AI workloads may need orbital data...
Automate Data Management for Enterprise Commerce (2026) – Shopify
Shopify’s 2026 guide explains how automated data management can streamline the entire data lifecycle for enterprise commerce, from ingestion to analytics. It cites that 64% of organizations spend over half their data team’s time on repetitive manual tasks, and that...
Federal Agencies Ramp Up AI Deployment Ahead of 2026 Digital Transformation Summit
Federal departments are scaling artificial‑intelligence tools to modernize missions and meet executive AI mandates. The effort will be showcased at the Potomac Officers Club’s 2026 Digital Transformation Summit on April 22, where leaders from the Defense, Transportation and State departments...
Peacock Renews ‘The ’Burbs’ for Season 2 After 1.7 Billion Minutes Streamed
Peacock has ordered a second season of the comedy‑thriller series “The ’Burbs,” citing more than 1.7 billion minutes viewed since its February 8 launch. The renewal underscores NBCUniversal’s data‑driven push to grow scripted originals that attract and retain subscribers.