WarehousePG – Petabyte-Scale Database and Enterprise-Class Analytics

Our offering encompasses a comprehensive range of activities centered around the open-source database utilizing Massively Parallel Processing (MPP) architecture. This includes the entire lifecycle: from initial cluster architecture planning and seamless migration of terabytes of data to active monitoring and ongoing maintenance of the analytical platform.

Our services are primarily aimed at organizations managing massive volumes of data within their analytical processes. It is ideal for enterprises prioritizing technological sovereignty, full infrastructure control, and budget predictability, seeking to eliminate the rising and unpredictable costs of commercial cloud warehouses. This also includes companies looking to rapidly deploy advanced analytics and Artificial Intelligence (AI/ML) models directly onto their datasets.

The decision to transform should be considered when a company experiences unpredictable, surging bills for analytical services (so-called “serverless surprises”), aims to break free from vendor lock-in, or when the current warehouse loses performance while handling high concurrency from numerous analysts.

We ensure total IT budget predictability by basing costs on the number of compute cores rather than variable data consumption tiers. Furthermore, our work radically reduces the risk of failure, restores environment control, and immediately prepares the warehouse for the implementation of AI models processed directly within the database (in-database ML).

Our architectural and installation work is based on a proven methodology. We begin with a meticulous audit of data silos and the construction of a Proof of Concept (PoC) environment. This is followed by a seamless deployment with a minimal maintenance window, the launch of proactive technical support, and the project concludes with specialized workshops for the client’s staff.

This represents a holistic takeover of responsibility for the data warehouse ecosystem. The process includes developing a migration strategy from proprietary systems, the physical construction of clusters, precise integration with the company’s existing tools, configuration of redundancy mechanisms (HA), and providing rigorous enterprise-level engineering support.

Our deployments actively utilize the PXF (Platform Extension Framework). This enables WarehousePG to query external sources, such as data lakes based on Amazon S3, MinIO, or HDFS clusters, using standard SQL. This allows for effectively unifying dispersed information into a single, coherent reporting system.

At the infrastructure level, we implement and rigorously test duplicated coordination mechanisms (Standby Coordinator) and mirrored data segments (Mirror Segments). This ensures full computational redundancy, which, combined with automated failure detection systems, guarantees uninterrupted business analytics delivery.

We apply strict information visibility restrictions at the row level (Row-Level Security) and restrictive access management for specific columns within tables. Furthermore, to meet legal and regulatory standards, we configure the pgAudit extension, which provides detailed tracking of all database operations.

We perform deep node tuning for maximum performance during hundreds of concurrent queries. Additionally, we implement a Tiered Storage architecture, which automatically moves older, rarely used data to more cost-effective mass storage, reserving the fastest media exclusively for critical, current processes.

Yes. Leveraging the binary compatibility of the WarehousePG engine with Greenplum databases (versions 6.x and 7.x), we perform fast binary swap operations. This allows for full environment migration in just hours, eliminating long-term data copying.

We equip clusters with vector support through the pgvector extension and support MADlib analytical libraries. This eliminates the need for slow and expensive exports of terabytes of data to external systems—model training (including powering RAG architectures) takes place directly within the warehouse.

In environments requiring instantaneous response, we deploy a built-in streaming server that natively connects to transmission platforms such as Apache Kafka and RabbitMQ. This enables data ingestion and analysis of IoT events and security alerts in fractions of a second.

Yes, the technology deployment process concludes with authorized workshops in a virtual instructor-led (VILT) format. Our experts train the client’s administrators and analysts on how to correctly, securely, and efficiently manage the newly established clusters.

We replace the trap of cloud services—which charge for every executed query or processed byte—with a highly transparent licensing model based on physical CPU cores. This ensures rigorous financial discipline for years to come.

We effectively solve the problem of CPU resource contention by utilizing Linux-native resource control mechanisms (cGroups V2). This allows us to strictly isolate threads and prioritize critical tasks, ensuring SLA parameters are met even during month-end computational peaks.

Our services offer total infrastructural flexibility. Linux Polska architects design and maintain WarehousePG instances on the client’s physical servers (on-premise), in commonly used public clouds (AWS, Azure, GCP), as well as in advanced hybrid configurations.

We provide holistic End-to-End care for the entire data warehouse ecosystem. From the infrastructure level (hardware administrator): Planning and optimization of parallel MPP clusters, ensuring business continuity (HA), and rigorous access security (RLS), as well as proactive monitoring and performance tuning. To the analytics and business level (report/dashboard design): Integration with streaming platforms (Kafka), elimination of data silos via PXF plugins, and full technological readiness for AI/GenAI deployments, vectorization (pgvector), and machine learning (MADlib).

As an authorized EDB partner, we combine direct access to the engineers building the database engine with our independent, objective integrator perspective. We prioritize the client’s information sovereignty and financial predictability over selling specific licenses, guaranteeing peace of mind backed by elite security certifications.

The most convenient path is to precisely define your requirements by contacting our specialist.