24/7 Delta Lake Support Services
Keep Your Tables Fast, Reliable,
and Production-Ready
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
Delta Lake Support That's Built to Meet the World's Strictest Data Standards
En(AI)blingTM Success for Industry Leaders
Delta Lake Support Packages
Every plan is designed around a specific operational reality. Choose the Delta Lake support service tier that matches how mission-critical your lakehouse environment is and how fast you need expert intervention when production pipelines go down.
Standard
Advanced
Platinum
What Ksolves has Delivered for Organizations Like Yours
Fintech, healthcare, telecom, and SaaS enterprises trust Ksolves for Delta Lake commercial support to run reliable pipelines, reduce data downtime, and keep lakehouse environments stable, secure, and cost-efficient.
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.
Delta Lake Support Services to Keep Your Full Lakehouse Lifecycle Running
From initial setup to advanced table optimization and 24x7 managed operations, one team owns your entire Delta Lake lifecycle.
24/7 Delta Lake Managed Support
Ksolves takes full operational ownership of your Delta Lake environment so your team stays focused on data engineering.
- Monitor Delta transaction logs, checkpoint files, and write performance across active tables
- Health checks across Parquet compaction, vacuum runs, and Delta log retention policies
- Automated alerts for job failures, write conflicts, and ACID transaction errors
- Lifecycle management covering OPTIMIZE runs, VACUUM jobs, and patch coordination
- Post-incident reviews and runbook documentation after every major pipeline failure
Full-Stack Delta Lake Visibility Across Every Pipeline Layer
Delta Lake metrics integrated with Prometheus and Grafana for complete lakehouse observability.
- Delta Lake metrics integration with Prometheus and Grafana for unified observability
- Dashboards tracking write latency, file counts, compaction status, and checkpoint frequency
- Transaction log analysis to surface write conflicts and schema drift
- Alerting via Alertmanager or PagerDuty for pipeline failures and vacuum lag
- Data quality monitoring using Delta Lake constraints for pipeline reliability
Delta Lake Query Optimization and Table Performance Engineering
We trace every Delta Lake performance issue to its root cause and fix it.
- OPTIMIZE and Z-ORDER tuning to reduce small file proliferation and improve query pruning
- Partition strategy redesign to eliminate skew and improve predicate push-down efficiency
- Delta Cache configuration on Databricks and Spark for accelerated read performance
- Compaction policy tuning to balance write amplification against query throughput
- Statistics collection and data skipping optimization for large Delta tables
- Spark executor memory and shuffle partition tuning for Delta Lake merge workloads
Production-Ready Delta Lake Deployment
We architect and deploy Delta Lake environments that are cloud-native, pipeline-optimized, and fully documented.
- Delta Lake deployment on AWS (S3), Azure (ADLS Gen2), and GCP (GCS) with Spark and Databricks
- Medallion architecture design (Bronze, Silver, Gold) with ACID transaction guarantees
- Schema enforcement and schema evolution for append, overwrite, and merge workloads
- Delta Live Tables (DLT) pipeline setup with built-in data quality enforcement
- Time travel configuration for audit, rollback, and point-in-time query use cases
- Full deployment documentation, ADRs, and team handoff training
Delta Lake Upgrades and Managed Migration Services
Ksolves manages the full Delta Lake upgrade and migration lifecycle from audits to cutover, ensuring zero pipeline disruption.
- Pre-upgrade audits covering Delta protocol versions, reader/writer compatibility, and Spark alignment
- Migration from Parquet, Hive, or Apache Iceberg to Delta Lake with schema mapping and partition redesign
- Delta Lake protocol upgrade management with backward compatibility validation
- Streaming pipeline migration using Structured Streaming with exactly-once write guarantees
- Post-upgrade regression testing using historical pipeline workload replay
- Cloud storage migration across S3, ADLS, and GCS with Delta log integrity preservation
Delta Lake Security Hardening and Compliance Support
We secure your Delta Lake environment end-to-end covering encryption, access control, and audit trails for SOC 2, HIPAA, and GDPR.
- Encryption at rest and in transit for Delta tables on S3, ADLS Gen2, and GCS
- Unity Catalog and Apache Ranger integration for table, column, and row-level access control
- Column-level masking and row-level filters for PII data aligned to HIPAA, PCI-DSS, and GDPR
- Delta Lake audit logging and SIEM integration with Splunk, Elastic, and Sumo Logic
- CVE monitoring and emergency patch deployment for Delta Lake and Apache Spark
- VACUUM retention policy enforcement for compliance data retention requirements
Through the Client's Lens
Why Ksolves Is a Trusted Choice of Global Teams for Delta Lake Support?
From compaction issues to schema drift, Ksolves is your trusted Delta Lake partner offering hands-on support for stable pipelines, lakehouse performance, and production reliability.
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
Industries We Help Scale with Delta Lake
Ksolves delivers tailored Delta Lake support built for the data volumes, compliance obligations, and pipeline reliability demands of each industry.
Telecom
Real-time CDR and network event ingestion into Delta Lake using Structured Streaming with ACID guarantees and Z-ORDER optimization for sub-second query SLAs.
Healthcare
HIPAA-compliant column masking, row-level access control, and audit logging across patient data Delta tables using Unity Catalog and Apache Ranger.
E-commerce
Real-time customer behavior and inventory analytics using Delta Live Tables, Bronze-Silver-Gold medallion architecture, and materialized view acceleration.
Fintech
Regulatory reporting and fraud detection pipelines using Delta Lake ACID transactions, merge-on-read optimization, and PCI-DSS-aligned data masking.
Entertainment and Media
Content recommendation pipelines using Delta Lake time travel, schema evolution, and S3-based Parquet compaction for petabyte-scale analytics.
Manufacturing
IoT sensor and ERP data lakehouse on Delta Lake using Structured Streaming and OPTIMIZE jobs for predictive maintenance and yield analytics.
Retail
Unified supply chain and promotional analytics using Delta Lake medallion architecture connecting Hive, Iceberg, and S3-based tables with partition pruning.
Banking and Financial Services
GDPR and SOC 2-compliant Delta Lake audit trails, dynamic data masking, and RBAC using Unity Catalog across multi-tenant lakehouse environments.
Logistics and Supply Chain
Real-time route optimization by ingesting GPS event streams into Delta Lake using Structured Streaming with exactly-once write guarantees.
Technology and SaaS
Internal data products for usage telemetry and customer health scoring using Delta Lake Gold layer tables with certified schema enforcement and access control.
Ksolves: Insights from Enterprise Experts
Explore the latest real-time data processing trends, stream processing strategies, and expert insights for building scalable, reliable, and high-performance data environments.
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.
Multi-Site CDR Pipeline for a Telecom Operator Across 4 Remote Locations
Challenge
CDR data from 4 remote sites had no unified ingestion- billing reconciliation was fully manual, causing revenue leakage as subscriber volumes grew.
Solution
NiFi agents at all 5 sites feed Kafka → Spark → Druid, with live Superset dashboards for billing and network teams.
Sub-second
Query Response on Live CDR Data
NiFi 1.27 → 2.7 Kubernetes
Migration- Financial Services
Challenge
NiFi 1.27 is running on bare metal with no SSO, no scalability, and a growing compliance pipeline that the architecture couldn't support.
Solution
Migrated to NiFi 2.7 on Kubernetes with OneLogin SSO integration, zero downtime, completed in 6 weeks.
3X
Scalability Headroom - 6 Weeks, Zero Downtime
Eliminating ~900K Duplicate Oil Well Records via Azure Databricks
Challenge
The same wellbore appeared under 3–4 different IDs across 6,200 Excel files and 8 systems, causing royalty errors and a BLM audit risk.
Solution
Azure Databricks + PySpark deduplication with geospatial blocking and an ML model (F1=0.971), plus a human-in-the-loop MDM review portal.
~900K
Duplicate Records Eliminated
Petabyte CDR Migration from MapR to ClickHouse -Zero Data Loss
Challenge
Years of CDR data on an end-of-life MapR platform with no vendor support. Compliance queries took 4–6 hours, and regulators required signed proof of zero data loss.
Solution
Spark migrated data in resumable batches with 4 automated validation checks per batch. NiFi produced a signed migration certificate. ClickHouse was optimised for compliance queries from day one.
<8s
Compliance Query Time (from 4–6 hours)
AI-Ready Open Lakehouse on Red Hat OpenShift- Gulf Retailer
Challenge
SAP S/4HANA was too expensive. Cloud platforms are unavailable across GCC. 80 TB of daily data needed sub-second processing, and Power BI reports couldn't be touched.
Solution
On-premises lakehouse on existing OpenShift: NiFi → Kafka → Flink → Iceberg on MinIO → Trino serving Power BI as a drop-in SAP BW replacement. Zero new hardware.
80 TB
Daily Data: Sub-Second SLA, Zero New Hardware
Multi-Site CDR Pipeline for a Telecom Operator Across 4 Remote Locations
Challenge
CDR data from 4 remote sites had no unified ingestion- billing reconciliation was fully manual, causing revenue leakage as subscriber volumes grew.
Solution
NiFi agents at all 5 sites feed Kafka → Spark → Druid, with live Superset dashboards for billing and network teams.
Sub-second
Query Response on Live CDR Data
NiFi 1.27 → 2.7 Kubernetes Migration- Financial Services
Challenge
NiFi 1.27 is running on bare metal with no SSO, no scalability, and a growing compliance pipeline that the architecture couldn't support.
Solution
Migrated to NiFi 2.7 on Kubernetes with OneLogin SSO integration, zero downtime, completed in 6 weeks.
3X
Scalability Headroom - 6 Weeks, Zero Downtime
Eliminating ~900K Duplicate Oil Well Records via Azure Databricks
Challenge
The same wellbore appeared under 3–4 different IDs across 6,200 Excel files and 8 systems, causing royalty errors and a BLM audit risk.
Solution
Azure Databricks + PySpark deduplication with geospatial blocking and an ML model (F1=0.971), plus a human-in-the-loop MDM review portal.
~900K
Duplicate Records Eliminated
Petabyte CDR Migration from MapR to ClickHouse -Zero Data Loss
Challenge
Years of CDR data on an end-of-life MapR platform with no vendor support. Compliance queries took 4–6 hours, and regulators required signed proof of zero data loss.
Solution
Spark migrated data in resumable batches with 4 automated validation checks per batch. NiFi produced a signed migration certificate. ClickHouse was optimised for compliance queries from day one.
<8s
Compliance Query Time (from 4–6 hours)
AI-Ready Open Lakehouse on Red Hat OpenShift- Gulf Retailer
Challenge
SAP S/4HANA was too expensive. Cloud platforms are unavailable across GCC. 80 TB of daily data needed sub-second processing, and Power BI reports couldn't be touched.
Solution
On-premises lakehouse on existing OpenShift: NiFi → Kafka → Flink → Iceberg on MinIO → Trino serving Power BI as a drop-in SAP BW replacement. Zero new hardware.
80 TB
Daily Data: Sub-Second SLA, Zero New Hardware
Frequently Asked Questions
Everything you need to know before choosing a Delta Lake support partner.
End-to-end Delta Lake support 24/7 managed operations, pipeline tuning, compaction, VACUUM management, schema evolution, upgrades, security hardening, and compliance for both Databricks and open-source Delta Lake with SLA-backed response times.
We audit small file accumulation, Z-ORDER coverage, partition strategy, and Delta Cache configuration. Most regressions trace to small file proliferation or missing data skipping statistics, resolved with targeted OPTIMIZE jobs and partition redesign.
Yes. We analyze Delta transaction logs, restructure upsert logic, and implement optimistic concurrency controls to eliminate conflicts from concurrent merges or overlapping partition writes without sacrificing pipeline throughput.
Yes. We support Databricks Delta Lake (Unity Catalog, Delta Live Tables) and open-source Delta Lake on Apache Spark across AWS, Azure, and GCP covering pipelines, table optimization, security, and infrastructure management.
Yes. We handle schema mapping, partition redesign, ACID validation, and staged cutover with pipeline replay testing — including 100TB+ datasets and complex upsert workloads.
We validate protocol version compatibility, run pre-upgrade checklists for Spark and Delta alignment, then perform staged cutover with historical workload replay before full production switchover.
Yes. We configure column masking, row-level filters, and dynamic PII anonymization via Unity Catalog or Apache Ranger aligned to HIPAA, GDPR, PCI-DSS, and SOC 2 with full audit trail documentation.
Yes. We deliver 24/7 Delta Lake support across the USA, India, and Europe with dedicated account management and quarterly business reviews for every engagement.
Yes. We configure time travel for point-in-time query, rollback, and audit use cases including retention window setup, VACUUM policy alignment, and integration with compliance reporting workflows.
