Sound familiar?
- ▸ TiKV region hotspots — one region is taking 10× the write traffic of the others, PD scatter rules aren't fixing it, and you're hitting raft-store timeouts during peaks.
- ▸ TiFlash replica lag — analytical queries that used to hit columnar replicas are now reading from TiKV (slow), because TiFlash replication is behind and you can't tell which tables are affected.
- ▸ MySQL → TiDB cutover stuck — DM (Data Migration) tool is dropping rows, the binlog filter isn't handling DDL changes, and the dual-write phase keeps producing checksum mismatches.
JusDB TiDB consultants resolve all three in days, not quarters. Book a 30-minute scoping call →
TiDB Database Services
Expert TiDB Consulting Services
In short: TiDB consulting covers distributed SQL architecture design, zero-downtime MySQL-to-TiDB migration via TiDB DM, HTAP optimization across TiKV and TiFlash, cluster deployment and performance tuning, and 24/7 remote DBA support. You need it when TiKV region hotspots, TiFlash replica lag, or a stalled MySQL cutover outpace what your team can resolve in-house.
Certified Distributed SQL Consultants for HTAP, Migrations & Scalability
Partner with certified TiDB consulting experts to implement distributed SQL architecture, migrate from MySQL with zero downtime, optimize HTAP performance, and ensure 24/7 database reliability. Our TiDB database consultants deliver measurable results for enterprises requiring infinite scale.
- HTAP Architecture Design
- Hybrid transactional and analytical processing design for real-time insights on live data.
- MySQL to TiDB Migration
- Seamless migration from MySQL with zero downtime using TiDB DM and compatibility validation.
- Distributed SQL Scaling
- Horizontal scaling architecture with automatic sharding and load balancing across nodes.
JusDB provides enterprise TiDB consulting to architect scalable Hybrid Transactional and Analytical Processing (HTAP) platforms, eliminate monotonic write hotspots via AUTO_RANDOM, and isolate columnar TiFlash MPP query engines. Certified Database Reliability Engineers tune TiKV Multi-Raft consensus, configure Placement Driver region scheduling, and stabilize query execution plans backed by 15-minute emergency SLAs.
Complete TiDB Suite
What TiDB Consulting services do you provide?
From MySQL migration to production-scale HTAP deployments, we handle every aspect of your TiDB infrastructure with proven expertise and measurable results. Our remote DBA services complement our consulting offerings for comprehensive database management.
HTAP Architecture Design
Hybrid transactional and analytical processing design for real-time insights on live data.
MySQL to TiDB Migration
Seamless migration from MySQL with zero downtime using TiDB DM and compatibility validation.
Distributed SQL Scaling
Horizontal scaling architecture with automatic sharding and load balancing across nodes.
Performance Optimization
Query tuning, TiKV optimization, TiFlash configuration for maximum throughput.
Ongoing Remote DBA Support
Proactive monitoring, emergency response, and continuous TiDB cluster management via our Remote DBA service.
Cloud Deployment
TiDB Cloud setup, Kubernetes deployment, and multi-cloud architecture design.
TiDB Capabilities
What is included in a TiDB Consulting engagement?
A TiDB Consulting engagement includes architecture review, performance tuning, query optimization, high availability setup, and security hardening. We eliminate bottlenecks to ensure your database scales efficiently and reliably.
Measured outcomes
How does TiDB scale?
Our TiDB implementations deliver consistent, reliable performance across all environments. Learn more about our comprehensive TiDB services.
- 10x faster
- Query Performance
- 99.99%
- High Availability
- 100%
- Migration Success
- <24h
- Response Time
Complete Ecosystem
What is the TiDB ecosystem?
Our TiDB consulting expertise spans the entire ecosystem, from core database components to advanced monitoring, migration tools, and cloud services. We help you leverage the right combination of technologies for your specific requirements.
TiDB Core Components
- TiDB Server (SQL Layer)
- TiKV (Storage Engine)
- TiFlash (Columnar Store)
- PD (Placement Driver)
- TiSpark (Spark Integration)
Data Migration Tools
- TiDB DM (Data Migration)
- TiDB Lightning
- Dumpling
- TiCDC (Change Data Capture)
- BR (Backup & Restore)
- Sync-diff-inspector
Monitoring & Operations
- TiDB Dashboard
- Grafana + Prometheus
- TiUP (Deployment Tool)
- TiDB Operator (K8s)
- Slow Query Log Analysis
- Performance Schema
High Availability
- Multi-Raft Replication
- Automatic Failover
- Cross-DC Deployment
- Follower Read
- Region Scheduling
- Leader Transfer
Query Optimization
- Cost-Based Optimizer
- Statistics Collection
- Index Advisor
- SQL Plan Management
- Coprocessor Pushdown
- MPP Execution Engine
Security
- TLS/SSL Encryption
- Role-Based Access Control
- Audit Logging
- Data Encryption at Rest
- Authentication Plugins
- Network Isolation
Cloud & Deployment
- TiDB Cloud (DBaaS)
- AWS Deployment
- Google Cloud Deployment
- Azure Deployment
- Kubernetes Operator
- On-premises Clusters
Integration & Tools
- MySQL Protocol Compatible
- JDBC/ODBC Drivers
- ORM Frameworks Support
- ETL Tool Integration
- BI Tool Connectivity
- CDC Event Streaming
Use Case Solutions
- Financial Trading Systems
- E-commerce Platforms
- Gaming Leaderboards
- IoT Data Processing
- SaaS Multi-tenancy
- Real-time Analytics
HTAP Architecture
TiKV for OLTP transactions, TiFlash columnar storage for OLAP analytics, unified query processing for real-time insights.
Distributed Storage
TiKV cluster setup, Raft consensus configuration, automatic region splitting and load balancing.
Cloud & Kubernetes
TiDB Cloud managed service, TiDB Operator for Kubernetes, multi-cloud and hybrid deployment strategies.
Migration Destinations
Where do you migrate TiDB to (or from)?
TiDB is most often a destination, not an origin. The six paths below cover both directions — TiDB as the migration target from MySQL/PostgreSQL, and the alternatives we recommend when TiDB isn't the right fit. We pick honestly based on workload.
MySQL → TiDB
Driver: Horizontal scale + HTAP
Most common path TO TiDB. MySQL-compatible wire protocol, distributed SQL, TiFlash columnar replicas on the same engine. Cutover via TiDB DM with binlog replay. We solve the DDL-during-sync and dual-write checksum gotchas.
PostgreSQL → TiDB
Driver: Wire-protocol re-target
Less common — TiDB’s MySQL wire protocol means application changes. Best when PG cluster outgrew Citus / sharding and you want a managed distributed SQL with HTAP. We handle the type-mapping and procedural code conversion.
TiDB → CockroachDB
Driver: PostgreSQL wire + active-active
Migrating OFF TiDB toward CockroachDB usually means you wanted PostgreSQL semantics or stronger multi-region active-active. Different SQL dialects and wire protocols (MySQL-compatible TiDB vs PostgreSQL-compatible CockroachDB) mean cutover via dual-write or a CDC pipeline (TiCDC).
TiDB → YugabyteDB
Driver: PostgreSQL compatibility
Move when your application code is PG-native and the MySQL wire protocol is adding friction. YugabyteDB’s YSQL is PG-compatible — we re-model the schema and re-write the cutover playbook.
TiDB → Aurora MySQL
Driver: Drop the distributed-SQL tax
When you no longer need horizontal write scale — Aurora MySQL is simpler to operate and cheaper for sub-10TB workloads. Cutover via mysqldump + binlog replay; we handle the storage-class and IOPS sizing.
TiDB Self-Managed → TiDB Cloud
Driver: Managed offload
Stay on TiDB but offload PD / TiKV / TiFlash operations to PingCAP’s managed service. Best fit when in-house TiDB ops capacity is the constraint. We model the TCO and run the dataset migration.
Our Process
What is your TiDB consulting process?
A systematic approach to TiDB implementation and optimization that delivers measurable results.
Discovery
Comprehensive assessment of your current database environment, workload patterns, and scalability requirements.
Assessment
Deep dive analysis of MySQL compatibility, HTAP requirements, and distributed architecture needs.
Planning
Detailed migration roadmap with cluster topology design, timelines, and success metrics.
Implementation
TiDB cluster deployment, data migration with zero downtime, and application cutover.
Optimization
Ongoing monitoring, performance tuning, and knowledge transfer to ensure sustained performance.
Industries
Which industries use these services?
Our TiDB database consultants have deep experience across diverse industries, understanding unique scalability and real-time analytics requirements.
Financial Services
High-throughput TiDB solutions for trading platforms, payment systems, and real-time fraud detection with ACID compliance.
E-commerce & Retail
Elastic scaling for flash sales, real-time inventory analytics, and personalization engines handling millions of transactions.
Gaming & Entertainment
Real-time leaderboards, player analytics, and session management for global gaming platforms with millions of concurrent users.
SaaS & Technology
Multi-tenant TiDB architectures for SaaS platforms requiring horizontal scaling and real-time operational analytics.
Success Stories
Who uses TiDB Consulting? (Success Stories)
Real results from our TiDB database consulting engagements across different industries and use cases.
Financial Trading Platform
MySQL Shard Consolidation
Migrated from 50+ MySQL shards to a unified TiDB cluster, eliminating sharding complexity while improving query performance.
E-commerce Platform
Real-time Analytics Implementation
Implemented TiDB HTAP for real-time sales analytics, eliminating the need for separate data warehouse and ETL pipelines.
Gaming Company
Global Leaderboard System
Built real-time global leaderboard system on TiDB handling millions of concurrent players with sub-second updates.
How JusDB TiDB Consulting compares to alternative models.
Standard managed cloud providers and generic IT consultancies lack deep TiKV Raft consensus tuning, TiFlash MPP workload isolation, and continuous DBRE reliability ownership. Here is how our certified TiDB specialists compare across core architectural dimensions:
| Evaluation Vector | JusDB DBRE | In-House DBA | Legacy Agency | Developer Generalist |
|---|---|---|---|---|
| Distributed HTAP Architecture (TiKV vs TiFlash Isolation) | Architects strict workload isolation using tidb_isolation_read_engines to decouple OLTP and OLAP execution. Configures dedicated TiFlash columnar MPP engines with automated replication lag tracking, preventing analytical scans from saturating TiKV row storage or spiking transaction p99 latencies. | Runs analytical queries directly against TiKV row storage without configuring TiFlash replicas, causing CPU saturation, Raft thread starvation, and unpredictable transaction latency spikes. | Treats TiDB as a standalone monolithic MySQL instance; relies on unindexed secondary queries and external batch ETL cron jobs that duplicate data and stall transactional performance. | Enables TiFlash replicas globally without configuring query engine hints, join type routing, or memory quotas, leading to runaway MPP memory consumption and out-of-memory worker crashes. |
| Monotonic Write Hotspot Mitigation (AUTO_RANDOM & Sharding) | Eliminates sequential write bottlenecks using AUTO_RANDOM primary keys, SHARD_ROW_ID_BITS, and PRE_SPLIT_REGIONS. Distributes high-throughput batch inserts evenly across all TiKV stores and Raft leader groups to guarantee linear write scaling. | Relies on standard AUTO_INCREMENT primary keys on high-velocity tables, concentrating 100% of write traffic onto a single TiKV region leader and creating severe disk I/O bottlenecks. | Attempts application-level sharding or external queuing workarounds, introducing distributed transaction overhead without addressing underlying TiKV monotonic key ordering mechanics. | Applies random UUID primary keys without factoring in clustered index fragmentation, degrading range scan performance and ballooning RocksDB LSM-tree write amplification. |
| Placement Driver (PD) Sizing & Region Merge Scheduling | Calibrates PD scheduling rules, automated empty-region merging, and dynamic leader balancing across availability zones. Optimizes TSO (Timestamp Oracle) lease allocation to maintain sub-millisecond transaction start latencies under petabyte-scale loads. | Leaves PD scheduling policies at default values, allowing millions of empty or micro-regions to accumulate from drop/truncate operations and exhausting PD control-plane memory. | Lacks understanding of PD Raft consensus and region heartbeats, manually restarting PD nodes during scheduling delays and triggering cluster-wide leader election storms. | Aggressively forces region splits without adjusting merge thresholds or scatter limits, saturating network bandwidth with continuous peer migrations. |
| Multi-Raft Consensus & Network Latency Tuning | Tunes Multi-Raft heartbeats, election timeouts, raft-store sync-log frequency, and gRPC message streaming over 10GbE/100GbE networks. Isolates Raft commit I/O with dedicated WAL drives to guarantee sub-5ms commit latencies. | Co-locates Raft WAL logs and RocksDB data on shared, un-tuned EBS volumes, triggering frequent Raft election drops and write-stall cascades during disk I/O bursts. | Treats consensus replication delays as standard network blips and ignores disk sync latency metrics, leading to silent transaction timeouts and leader transfers. | Deploys cross-region TiKV replicas across high-latency WAN links without follower-read configurations or leaseholder locality rules, stalling two-phase commit rounds. |
| SQL Plan Management (SPM) & Query Plan Stability | Enforces deterministic execution plan baselines via SQL Plan Management (CREATE BINDING), continuous ANALYZE TABLE scheduling, and extended statistics. Prevents optimizer plan regressions following cluster upgrades or data skew shifts. | Relies solely on default cost-based optimizer decisions without plan baselines; experiences sudden index-skip regressions and full-table scans when stats become stale. | Suggests manual query rewrites or application-level caching whenever query execution degrades, unable to inspect or pin TiDB distributed execution plans. | Scatters FORCE INDEX hints across codebase repositories, breaking query plans when schemas evolve or distributed coprocessor pushdowns change. |
| TiDB Dedicated Cloud vs Self-Managed TCO Sizing | Conducts data-driven TCO modeling comparing TiDB Dedicated Cloud against self-managed Bare-Metal or Kubernetes topologies. Sizes compute, local NVMe storage classes, cross-AZ traffic, and licensing to reduce total operational spend by 35-50%. | Over-provisions self-managed virtual machines with generic cloud SSDs, incurring runaway cloud infrastructure bills while failing to meet distributed I/O requirements. | Pushes managed cloud migrations without calculating data transfer costs, backup retention fees, or dedicated instance markups, resulting in unforeseen budget spikes. | Attempts ad-hoc cloud sizing using single-node MySQL pricing formulas, severely underestimating the multi-component footprint of TiDB, TiKV, PD, and TiFlash. |
TiDB Engine Failure Modes
Critical TiDB Production Failure Modes We Eliminate
Operating distributed TiDB clusters at scale introduces complex consensus, storage hotspot, and replication lag failure vectors. Our certified DBREs proactively diagnose and eliminate these production breakdown modes:
Monotonic Auto-Increment Primary Key Hotspotting
Using standard AUTO_INCREMENT primary keys concentrates sequential write throughput onto a single TiKV region and its Raft leader. Disk I/O saturates on one storage node while the remainder of the cluster sits idle, causing cascading write timeouts.
JusDB re-engineers schemas to utilize AUTO_RANDOM primary keys or SHARD_ROW_ID_BITS with PRE_SPLIT_REGIONS, scattering insert payloads uniformly across all TiKV stores and maximizing parallel Raft commit throughput.
Placement Driver (PD) Control-Plane Congestion
High-frequency table drop/truncate cycles and small-region proliferation generate millions of empty or micro-regions. Placement Driver memory saturates, heartbeats get delayed, and TSO (Timestamp Oracle) allocation latency spikes, stalling all distributed transactions.
JusDB tunes PD region-merge schedulers, lowers merge thresholds, increases max-merge-region-size, and implements aggressive empty-region consolidation, reducing PD memory pressure and keeping TSO latency under 1ms.
TiFlash Columnar Replication Lag Stalling Analytical Queries
Massive transactional write bursts cause Raft Learner synchronization lag between TiKV and TiFlash. Analytical queries fall back to scanning TiKV row storage or stall waiting for TiFlash delta-tree compaction, degrading OLTP and OLAP performance simultaneously.
JusDB isolates analytical read engines via tidb_isolation_read_engines, tunes TiFlash Learner thread pools, provisions dedicated NVMe disks for TiFlash delta-cache storage, and sets SLA-driven replication lag circuit breakers.
Our TiDB DBREs execute non-blocking telemetry inspections to identify region write hotspots, monitor key distribution, and audit Placement Driver cluster balance without disrupting active workloads:
Queries internal information_schema tables to detect high-traffic TiKV regions, unbalanced write flow, and key access skew across the cluster.
SELECT * FROM information_schema.tidb_hot_regions ORDER BY flow_bytes DESC LIMIT 10;
Inspects PD member consensus health, leader election status, TiKV store capacity, and region distribution across storage nodes.
tiup ctl pd -u http://pd-host:2379 health; tiup ctl pd -u http://pd-host:2379 store
FAQ
TiDB consulting FAQ: distributed SQL, HTAP & MySQL migration
Common questions about our TiDB consulting services and distributed SQL engineering solutions.
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