24/7 Trino Support
To Keep Federated Queries
Running at Peak Performance
We are Open source Code Contributor
Zero-Day Vulnerability Fixes
Critical Vulnerability Assessment
Roadmap & Recommendations
SLA-Backed Technical Support
Zero-Day Vulnerability Fixes
Critical Vulnerability Assessment
Roadmap & Recommendations
SLA-Backed Technical Support
Trino Support That’s Built to Meet the World’s Strictest Data Standards
En(AI)blingTM Success for Industry Leaders
Trino Support Packages
Every plan is designed around a specific operational reality. Choose the one that best matches how critical your Trino environment is and how quickly you need us to respond when something goes wrong.
Standard
Advanced
Platinum
What Ksolves has Delivered for Organizations Like Yours
Across fintech, healthcare, e-commerce, and logistics, enterprises running Trino at scale have one thing in common: they stopped firefighting after Ksolves and its AI-First Approach took over.
99.99%
SLA Maintained
SLA Maintained
Ksolves holds 99.99% uptime across client environments through proactive monitoring, auto-healing pipelines, and zero-drama incident response.
40%
Lower TCO
Lower TCO
From licensing audits to compute consolidation, Ksolves cuts total cost of ownership by 40%, without cutting corners on performance or reliability.
98%
Contract Renewal Rate
Contract Renewal Rate
We take pride in saying 98% of clients come back. Not because of lock-in, but because the work speaks for itself. That’s Ksolves Promise - on time, on budget, and exactly what was promised.
30 Min
Turnaround Time
Turnaround Time
Ksolves responds and resolves in under 30 minutes, keeping production running and teams unblocked.
Apache Trino Support Services to Keep Your Full Query Infrastructure Running
From cluster operations and query optimization to security, migration, and architecture, our Trino support services handle every layer of your deployment so nothing falls through the cracks.
24/7 Managed Apache Trino Cluster Operations
Ksolves monitors and manages your Trino cluster around the clock, resolving coordinator failures, worker crashes, and catalog issues before your data teams notice them.
- Coordinator and worker sizing based on query concurrency, memory requirements, and data source distribution
- Catalog connectivity monitoring across Hive, Iceberg, Delta Lake, PostgreSQL, MySQL, and object storage
- Query queue depth and memory pool tracking with threshold-based alerting
- Automated worker node recovery and graceful shutdown for long-running queries
- SLA-backed response with named escalation contacts and dedicated Slack access
- Monthly reviews covering resource utilization, query trends, and capacity forecasts
Trino Query Performance Fixed at the Root
Slow queries trace back to missing statistics, join strategy gaps, or memory misconfiguration. Ksolves diagnoses performance at the source with before-and-after benchmarks for every engagement.
- Query plan analysis using EXPLAIN, EXPLAIN ANALYZE, and Trino Web UI operator-level statistics
- Join strategy optimization covering broadcast thresholds, repartitioned joins, and cost-based reordering
- Connector predicate pushdown tuning across Hive, Iceberg, and JDBC connectors
- Table statistics and histogram configuration to improve cost-based optimizer decisions
- Memory tuning covering query.max-memory, per-node limits, and spill-to-disk thresholds
- Session property tuning for workload-specific optimization without cluster-wide changes
Zero-Downtime Trino Upgrades and Platform Migration
Every Trino release carries deprecations that can break production pipelines without pre-upgrade validation. Ksolves plans, tests, and executes every transition with no query downtime.
- Pre-upgrade audit covering deprecated session properties, connector API changes, and SQL compatibility
- Rolling worker upgrades with coordinator sequencing to preserve in-flight query continuity
- Presto to Apache Trino migration covering configuration translation and connector remapping
- Hive Metastore to Iceberg REST catalog migration with schema and partition spec validation
- Cross-cloud cluster migration with catalog reconfiguration and workload continuity
- Post-upgrade performance benchmarking and written sign-off before production cutover
Enterprise Trino Security for Regulated Environments
A misconfigured catalog permission or missing authentication policy can expose data across every connected source. Ksolves enforces security at the architecture level across the full Trino access layer.
- File-based and LDAP authentication with OAuth 2.0 and JWT token support
- RBAC with catalog, schema, and table-level privilege grants via Trino system access control
- Column masking and row filtering policies for regulated data in healthcare, finance, and government
- TLS across coordinator-to-worker, client-to-coordinator, and internal HTTPS endpoints
- Apache Ranger integration for centralized policy management across Trino and connected sources
- Audit logging with SIEM export for GDPR, HIPAA, SOC 2, and PCI-DSS compliance
Trino Cluster Design Built for Production Query Volumes
The coordinator sizing, catalog topology, and resource group configuration determine how Trino performs at peak concurrency. Ksolves designs every deployment with that scale in mind from day one.
- Coordinator
- Deployment on AWS (EKS, EC2), GCP (GKE, GCE), Azure (AKS), and on-premises Kubernetes
- Catalog configuration across Hive, Iceberg, Delta Lake, PostgreSQL, MySQL, Kafka, and MongoDB
- Resource group hierarchy for multi-tenant query isolation with per-group memory and concurrency limits
- Iceberg and Hive Metastore integration with partition statistics and file format optimization
- Trino Gateway setup for multi-cluster routing, load balancing, and blue-green upgrade support
Through the Client's Lens
Why Ksolves Is A Trusted Choice Of Global Teams For Apache Trino Support?
From query optimization to cluster operations, Ksolves is your dedicated Trino support partner, delivering reliable, SLA-backed expertise that keeps your federated analytics infrastructure running at full performance.
90%
Client Retention Rate
750+
Projects Successfully
Delivered
NSE & BSE
Publicly Listed
Company
600+
Workforce and still
growing
350+
Certifications
200+
Happy Clients
150K+
Support Hours
Completed
Trino Expertise Across Every Industry That Runs on Data
Wherever sensitive data flows, complex queries run, and analytical infrastructure scales, Ksolves delivers Apache Trino support services built around the operational reality of your industry.
Fintech
Fraud detection, risk scoring, and transaction analytics run faster with Trino federated querying across complex financial data environments.
Healthcare
EMR, claims, and clinical datasets connect through Trino for secure, governed analytics across regulated healthcare environments.
E-Commerce
Customer behavior, transactions, and inventory data are unified through Trino for real-time insights across distributed retail systems.
Telecom
Network telemetry and event streams leverage Trino for fast querying across high-volume telecom data environments.
Manufacturing
ERP, IoT sensor, and supply chain data connect through Trino for real-time operational analytics at scale.
Banking
Transaction data and regulatory reporting workloads use Trino for secure analytics across distributed banking systems.
Logistics
Shipment tracking and operational data leverage Trino for fast federated analytics across supply chain environments.
EdTech
Student behavior and institutional data use Trino for scalable analytics and secure multi-tenant data access.
Media and Entertainment
Content consumption and audience analytics leverage Trino for high-concurrency querying across growing streaming environments.
Retail
POS, inventory, and customer data integrate through Trino for real-time analytics and demand forecasting.
Government
Agency datasets connect through Trino for secure federated querying with governance and access control enforcement.
SaaS
Multi-tenant applications leverage Trino for scalable analytics, query isolation, and consistent performance across growing environments.
From the Engineers Who Run It in Production
Every article below comes from hands-on experience supporting real data environments. If it is on this list, someone on the Ksolves team has debugged it, optimized it, or built it from scratch.
Success Stories from Global Enterprises
Ksolves Big Data Experts have delivered excellence for multiple clients operating across industries. Explore the case studies and experience the Ksolves Impact.
Embedded Analytics Platform for a Global EdTech Company
Challenge
Manual pipelines, inaccessible MongoDB data, and near-zero analytics adoption across 500+ institutional clients.
Solution
Built a serverless AWS analytics stack with QuickSight SPICE, automated ETL, and role-based multi-tenant data isolation.
3X
Analytics Adoption Within 60 Days
Unified Snowflake Analytics for a Global E-Commerce Retailer
Challenge
Fragmented petabyte-scale transaction data with no real-time analytics and no unified access for remote teams.
Solution
Deployed Snowflake with Snowpipe, Kafka Connect, role-based access, and Cortex AI sentiment analysis.
60%
Faster Query Performance
Microsoft Fabric BI Platform for an Indian Manufacturer
Challenge
Three disconnected enterprise systems, 50+ manual Excel reports, and no geographic analytics layer.
Solution
Built a medallion architecture on Microsoft Fabric F64 with 250 Power BI widgets across 50+ dashboards.
50+
Manual Reports Eliminated
AWS Cloud Data Lake Across 8 Systems for a University
Challenge
Eight disconnected platforms, 24 TB of ungoverned data, and every planned AI initiative blocked.
Solution
Built a cloud-native AWS data lake with automated ingestion, AWS Glue governance, and full lifecycle management.
60–70%
Reduction in Storage Costs
HDP to Apache Bigtop Migration for a South Indian ISP
Challenge
End-of-life 50-node HDP cluster with 190 TB of live data, no security patches, and zero disaster recovery.
Solution
Executed a blue-green migration with parallel clusters and cross-data-center DR across Bangalore and Hyderabad.
200 TB
Migrated With Zero Downtime
Embedded Analytics Platform for a Global EdTech Company
Challenge
Manual pipelines, inaccessible MongoDB data, and near-zero analytics adoption across 500+ institutional clients.
Solution
Built a serverless AWS analytics stack with QuickSight SPICE, automated ETL, and role-based multi-tenant data isolation.
3X
Analytics Adoption Within 60 Days
Unified Snowflake Analytics for a Global E-Commerce Retailer
Challenge
Fragmented petabyte-scale transaction data with no real-time analytics and no unified access for remote teams.
Solution
Deployed Snowflake with Snowpipe, Kafka Connect, role-based access, and Cortex AI sentiment analysis.
60%
Faster Query Performance
Microsoft Fabric BI Platform for an Indian Manufacturer
Challenge
Three disconnected enterprise systems, 50+ manual Excel reports, and no geographic analytics layer.
Solution
Built a medallion architecture on Microsoft Fabric F64 with 250 Power BI widgets across 50+ dashboards.
50+
Manual Reports Eliminated
AWS Cloud Data Lake Across 8 Systems for a University
Challenge
Eight disconnected platforms, 24 TB of ungoverned data, and every planned AI initiative blocked.
Solution
Built a cloud-native AWS data lake with automated ingestion, AWS Glue governance, and full lifecycle management.
60–70%
Reduction in Storage Costs
HDP to Apache Bigtop Migration for a South Indian ISP
Challenge
End-of-life 50-node HDP cluster with 190 TB of live data, no security patches, and zero disaster recovery.
Solution
Executed a blue-green migration with parallel clusters and cross-data-center DR across Bangalore and Hyderabad.
200 TB
Migrated With Zero Downtime
Frequently Asked Questions
Everything you need to know before choosing a Trino support partner.
From the first day, your engagement includes cluster health monitoring, alerting setup, named escalation contacts, and access to our Trino runbook library. Depending on your tier, it also includes monthly health reviews, architecture consultation hours, and proactive upgrade advisory.
Yes. We support Trino on Kubernetes across EKS, GKE, and AKS, including Helm chart management, operator-based deployments, pod autoscaling, and persistent volume configuration for spill-to-disk workloads.
We analyze memory pool usage across general, reserved, and system pools, review per-query memory consumption from system.runtime.queries, and tune the query.max-memory, query. max-memory-per-node, and spill configuration after identifying whether the root cause is query design, statistics gaps, or cluster sizing.
Yes. We manage the full transition, including configuration file translation, plugin and connector remapping, SQL dialect compatibility testing, and connector-level regression validation before production cutover.
We support all production-grade Trino connectors, including Hive, Iceberg, Delta Lake, PostgreSQL, MySQL, MongoDB, Elasticsearch, Kafka, Kudu, Pinot, and object storage connectors across S3, GCS, and ADLS.
Platinum tier engagements carry a 30-minute response SLA for critical incidents, including coordinator failures, catalog connectivity loss, and cluster-wide query failures. Standard and Advanced tiers carry 4-hour and 2-hour response SLAs, respectively.
Yes. We design resource group hierarchies with per-group memory limits, concurrency limits, queue policies, and spillover behavior so high-concurrency exploratory workloads do not affect latency-sensitive production queries on the same cluster.
Our security and governance engagements are designed to meet GDPR, HIPAA, SOC 2, and PCI-DSS requirements, covering authentication, encryption, access control policy documentation, and audit log export to your SIEM platform.
