AI, Data & Intelligence
Real-Time Analytics
Engineering sub-second real-time analytical dashboards, streaming data queries and live operational metrics.
Capability overview
What real-time analytics involves
Real-time analytics provides sub-second analytical querying over continuous streaming data, enabling immediate operational decision-making. We build real-time analytical platforms using ClickHouse, Apache Pinot, Starburst Presto and Materialize.
We connect streaming message brokers (Kafka, Kinesis) to real-time columnar databases, powering live dashboards that handle thousands of concurrent queries.
Our real-time analytics solutions serve high-concurrency applications including financial trading, ad tech bidding, gaming leaderboards and live operational control rooms.
During the real-time analytics engagement, our specialists work closely with your technical leads to establish tailored operational workflows, automated validation controls and clear deliverables for real-time columnar database setup and streaming data sink integration. From initial latency & throughput scoping through to real-time database architecture, we embed continuous telemetry monitoring, structured documentation and risk mitigation rules tailored specifically for your organization's real-time analytics goals and high-concurrency query tuning requirements.
What is included
What the engagement covers
Real-Time Columnar Database Setup
Deploying ultra-fast real-time analytics databases (ClickHouse, Apache Pinot, Rockset) for instant querying.
Streaming Data Sink Integration
Connecting Apache Kafka, Flink or AWS Kinesis streams directly into real-time analytical engines.
High-Concurrency Query Tuning
Optimizing real-time SQL queries to execute sub-50ms responses under high concurrent user load.
Live Kiosk & App Dashboarding
Building real-time auto-updating visual dashboards using WebSocket streams and specialized web components.
How we work
How we deliver real-time analytics
Latency & Throughput Scoping
Analyzing event ingestion rates, query latency targets (sub-second), user concurrency and storage retention rules.
Real-Time Database Architecture
Architecting ClickHouse or Apache Pinot cluster configurations, sharding keys and indexing strategies.
Stream Ingestion Pipeline Engineering
Configuring real-time ingestion pipelines reading streaming topics and materializing analytical aggregates.
Query Optimization & Benchmarking
Testing query performance under simulated high-concurrency loads and tuning memory allocation.
Production API & Dashboard Deployment
Deploying real-time analytical APIs and frontend dashboards connected to continuous data streams.
Related capabilities
Related capabilities in Business Intelligence
Business Performance Analytics
Comprehensive enterprise performance measurement, cross-departmental analytics and strategic goal alignment tracking.
Business Intelligence Strategy
Strategic business intelligence advisory, executive BI roadmaps, KPI architecture and self-service analytics frameworks.
BI Architecture
Designing enterprise BI architectures, semantic data layers, data modeling for reporting tools and high-throughput query caching.
Executive Dashboards
Building custom Power BI and Tableau executive dashboards for high-level business intelligence, profit/loss tracking and corporate KPIs.
Explore further
Explore connected pages
Related services
Related solutions
Digital Transformation Solutions
Business and application solutions that modernise how work gets done. Acmez shapes digital…
Custom Business Solutions
Business and application solutions that modernise how work gets done. Acmez shapes custom…
Enterprise Application Solutions
Business and application solutions that modernise how work gets done. Acmez shapes enterprise…
Enterprise Integration Solutions
Cloud, security, integration, modernization and platform engineering solutions. Acmez shapes…
Where this applies
Healthcare & Life Sciences
Technology systems for regulated environments where privacy, auditability and continuity…
Manufacturing & Industrial
Connected operations, asset, field, supply chain and industrial platforms for complex operating…
Banking, Financial Services & Insurance
Technology systems for regulated environments where privacy, auditability and continuity…
E-Commerce
Digital platforms for customer experience, operations, commerce, content, marketing and service…
Questions & answers
Questions about Real-Time Analytics
Cannot find what you need? Our team responds to technical and commercial questions within one business day.
Ask a questionReal-time databases like ClickHouse are engineered for sub-second query latency and high concurrent write/read throughput over streaming data, whereas traditional cloud warehouses focus on batch analytics.
Real-time analytics setup is delivered as a fixed-fee technical project based on streaming event volume, database selection and API scale.
Our real-time analytics architectures consistently deliver query response times between 10 milliseconds and 200 milliseconds.
Next step
Discuss real-time analytics with Acmez
Share what you need to change, build, integrate or support. We will map the practical next step.