ClickHouse vs Dynatrace

Introducing ClickHouse's new TimeSeries Engine: Your drop-In Prometheus replacement

ClickHouse PromQL support lets you store Prometheus metrics in ClickHouse Cloud, query them using familiar PromQL, and bring metrics together with your logs and traces without rewriting queries in SQL.

High-Performance ETL for Apple Health XML Exports

This technical tutorial describes building a high-concurrency ETL engine to process very large Apple Health XML exports. The author outlines a performance-first architecture: a streaming Rust XML parser (quick-xml) to extract <Record> tags, export data as Apache Arrow record batches via PyO3 for zero-copy consumption in Python/Polars, and bulk-ingest cleaned data into ClickHouse using clickhouse-connect. The post includes code snippets for the Rust parser, Arrow-to-Polars bridge, ClickHouse table schema and bulk insert, and discusses production considerations such as parallelization, schema evolution, malformed XML handling, Grafana visualization, and feeding Arrow buffers into ML frameworks like PyTorch.

• Apple Health exports a single massive XML file containing millions of <Record> tags.
• The pipeline uses a streaming Rust parser (quick-xml) to avoid loading the entire XML into memory.
• Rust code is wrapped with PyO3 to return Apache Arrow tables for zero-copy consumption by Python/Polars.

NeverBlink Adds ClickHouse Support

NeverBlink, an AI-driven database administrator, announced support for ClickHouse, extending its database resilience and optimization platform to ClickHouse clusters. The integration offers continuous health checks, automated root-cause analysis, query analytics, prioritized remediation guidance, and optional unlimited expert consulting via BigData Boutique. NeverBlink already supports Elasticsearch and OpenSearch and is used in production by companies including Akamai, Perforce, and Palo Alto Networks. The article notes ClickHouse has surpassed 4,000 customers and a reported $15 billion valuation. Leadership quotes emphasize reducing downtime, lowering costs, and accelerating database optimization in the AI era.

• NeverBlink announced support for ClickHouse, extending its AI-native database resilience and optimization platform to ClickHouse clusters.
• NeverBlink is described as the world’s first AI database administrator (DBA) and already supports Elasticsearch and OpenSearch.
• ClickHouse has reportedly surpassed 4,000 customers and a reported $15 billion valuation.

Sopra Steria, Dynatrace Launch European Observability and AIOps Practice

Sopra Steria, a European digital transformation leader, and Dynatrace, an AI-powered observability platform, announced the launch of a dedicated practice for observability and AIOps across Europe. The practice begins in France and Norway, targeting critical sectors such as banking, insurance, telecommunications, retail, and the public sector. It addresses challenges from complex IT infrastructures, microservices, and hybrid environments, as well as regulatory requirements like DORA and NIS2. Dynatrace Intelligence, the platform's AI engine, provides real-time, end-to-end visibility into application health, identifying and explaining root causes of anomalies to enable faster remediation. Sopra Steria delivers the practice through certified teams, a four-phase methodology, joint governance with Dynatrace, and integration into existing client environments, aiming to reduce downtime, optimize costs, and accelerate innovation for large organizations.

• Sopra Steria and Dynatrace launched a dedicated Observability and AIOps practice for Europe.
• The practice starts in France and Norway, targeting banking, insurance, telecom, retail, and public sector.
• Dynatrace Intelligence, the AI engine, identifies and explains root causes of anomalies to reduce downtime.

Software Stocks Recover 40% From SaaSpocalypse Low

The software sector has rebounded nearly 40% from its April lows, following the "SaaSpocalypse" selloff triggered by AI disruption fears. Analysts at Jefferies recommend focusing on data platforms and cybersecurity, which show more reliable AI monetization than consumer apps. They highlight Snowflake, Dynatrace, Palo Alto Networks, and Okta as key picks. Snowflake shares surged 22% after beating Q2 earnings, while Palo Alto also surpassed estimates. Doximity's stock doubled after its CEO cited a 10x return on AI search investment. Meanwhile, Salesforce and Anthropic CEOs stressed their complementary relationship rather than competition. The recovery underscores software's durable moats, including proprietary data and sticky workflows, even as frontier labs partner with established vendors.

• The IGV software ETF is up nearly 40% from its April 2026 lows.
• Snowflake shares rose 22% after Q2 earnings beat, with adjusted EPS of $0.62 vs. $0.45 expected.
• Palo Alto Networks beat fiscal Q4 estimates with adjusted EPS of $1.02 vs. $0.98 expected.

AI Scaling Creates Breaking Points for SRE Teams

Dynatrace published findings from The State of SRE and Platform Engineering 2026, a global survey of 919 IT leaders, showing that rapid AI adoption is redefining SRE and platform engineering responsibilities. The research finds AI workloads demand new observability, tooling, and standards: 67% of SREs name AI model monitoring their top use case, 58% report monitoring model performance and accuracy, and many teams cite tool integration and fragmented data as major barriers. Gartner projects SRE adoption to rise to 80% of enterprises by 2028. Dynatrace said it intends to acquire Arize to better embed AI-native evaluation into its observability platform and close gaps between model evaluation and operations. The study highlights increased executive support for SRE, broader IDP adoption among platform engineering teams, and a shift toward observability as the control plane for AI-driven operations.

• Dynatrace released findings from The State of SRE and Platform Engineering 2026 based on a global survey of 919 IT leaders.
• Dynatrace announced its intent to acquire Arize to integrate AI-native evaluation into its observability platform.
• Gartner projects 80% of enterprises will adopt SRE practices by 2028, up from 30% in 2024.