StarTree today announced support for Apache Iceberg in StarTree Cloud, enabling it to serve as both the analytic and serving layer on top of Iceberg, delivering interactive insights to internal and external applications directly from the data lakehouse. With this launch, StarTree redefines what’s possible with Iceberg, transforming it from a passive storage format into a real-time backend capable of powering customer-facing applications and AI agents with high concurrency serving thousands of simultaneous users with consistent speed and reliability.
While Apache Iceberg and Parquet have become popular open table formats for managing data in the lakehouse, they are not query engines and most existing query engines built around them struggle to meet the performance SLAs required for external-facing, high-concurrency analytical applications. As a result, companies have historically avoided serving data directly from their lakehouse, instead relying on reverse ETL pipelines or transforming the data into proprietary formats for separate serving systems—adding latency, complexity, and cost. StarTree removes these constraints by offering real-time query acceleration directly on native Iceberg tables. By combining open table formats like Parquet and Iceberg with Pinot’s powerful indexing and high-performance serving capabilities, StarTree enables applications to deliver live, interactive insights directly from the lakehouse without data duplication, format conversion, or operational trade-offs.
A Real-Time Serving Layer for Iceberg
StarTree Cloud integrates directly with Iceberg using open standards (Parquet and Iceberg table formats) and enhances performance with powerful indexing, intelligent materialized views (StarTree Index), and localized caching. Unlike traditional tools like Presto, Trino, or ClickHouse that rely on lazy loading and scanning, StarTree is built for low-latency, high-concurrency access, making it ideal for powering interactive dashboards, real-time data products, and operational workloads with strict SLAs.
Key capabilities include:
● Native support for Apache Iceberg and Parquet in StarTree Cloud
● Real-time indexing and aggregations, including support for numerical, text, JSON, and geo indexes
● Intelligent materialized views via the StarTree Index
● Local caching and pruning for low-latency, high-concurrency queries
● No data movement required—serve directly from Iceberg
● Intelligent prefetching from Iceberg, minimizing irrelevant data scans
With StarTree Cloud, companies can now unlock the full potential of their lakehouse investments and deliver modern, intelligent user experiences without architectural sprawl.
Availability
Support for Apache Iceberg in StarTree Cloud is available today in private preview. For more information, visit www.startree.ai.
Supporting Resources
● StarTree Adds Native Iceberg Support: Serve High-Concurrency Queries Directly from Your Lakehouse
EnGenius Multi-Gigabit Switch Delivering 2.5G Performance with 90W PoE++ Announced
Posted in Commentary with tags EnGenius on July 23, 2025 by itnerdEnGenius Technologies Inc. has announced the launch of the ECS2530FP, a powerful L2+ Multi-Gigabit switch designed to meet the demands of modern enterprises. The ECS2530FP delivers advanced performance and flexibility, offering multiple management options—locally, via EnGenius Private Cloud, or through the EnGenius Cloud platform—empowering IT teams with complete control across any deployment scenario.
The ECS2530FP delivers unmatched flexibility and power with 24 multi-gigabit 2.5GbE PoE+ & PoE++ ports and 6 dual-speed 10G SFP+ uplinks, offering the bandwidth, speed, and fiber connectivity enterprises need to support high-throughput applications such as Wi-Fi 7 access points, AI surveillance systems, and advanced VoIP deployments.
This new switch is engineered with 16×PoE+ (802.3at) and 8×PoE++ (802.3bt) ports, capable of supplying up to 90W per port, ideal for powering the latest high-demand devices. A generous 740W total PoE budget ensures the ECS2530FP can support dense device environments with ease.
Manage the ECS2530FP from anywhere using the intuitive EnGenius Cloud platform. Features include device provisioning, bulk firmware updates, real-time monitoring, alert notifications, and AI-driven insights, giving IT admins full visibility and control from a single pane of glass.
Key Features & Benefits:
Empowers enterprise networks, ECS2530FP supports multi-gig connectivity, delivering high-speed data transfers, lag-free 4K and 8K video streaming, and optimized performance for daily SMB tasks. Whether supporting remote work, video conferencing, or bandwidth-intensive applications, these switches ensure network efficiency and responsiveness.
The ECS2530FP features 6×10G SFP+ uplink ports that deliver high-capacity fiber connectivity for seamless data aggregation and uplinks to core switches. With dual-speed support for both 1G and 10G SFP modules, these ports provide the flexibility needed for scalable network designs and ensure future-ready performance as bandwidth demands grow
With 16×PoE+ (802.3at) and 8×PoE++ (802.3bt) ports, the ECS2530FP delivers up to 15.4W, 30W and 90W per port respectively, providing robust power for a wide range of high-demand devices. From Wi-Fi 7 access points and PTZ cameras to video conferencing systems, LED displays, and VoIP phones, this switch eliminates the need for separate power sources—simplifying deployment and supporting even the most power-intensive network environments.
A high total 740W PoE budget allocation supports dense, multi-device environments with power to spare. Ideal for large-scale deployments in enterprise campuses, hotels, retail stores, schools, and smart buildings.
Ensures ultra-fast packet forwarding with minimal latency, delivering a reliable and seamless experience across all connected devices—even under high-traffic loads and during peak usage times.
Availability
The ECS2530FP will be available from EnGenius authorized resellers and distribution partners by the end of July. For additional product specifications and purchasing information, visit: ECS2530FP Product Page
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