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Why Rule-Based Engines Still Beat AI for Database Migration | Join the webinar

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Meet SQLWays AI Assistant | Learn more

AI-assisstant powered migration

Сomprehensive migrations delivered via deterministic engines, AI-assissted refinement, and a full-cycle conversion approach tailored to your requirements

3000+

Successful projects

Ispirer Toolkit Wins the 2025/26 Cloud Awards

Winner

The 2025/26 Cloud Awards

Ispirer Toolkit — Top Digital Process Automation Solution award at American Business Awards 2025

Bronze Winner

Ispirer Toolkit 2025 Stevie® Awards

Ispirer winner of the 2025 People's Choice Stevie Award for Favorite New Product

People Choice

2025 Award for Favorite New Product

ISO 27001 Compliance Badge

ISO 27001

Information Security

Official Google Cloud Select Technology Partner badge for Ispirer

Partner

Google Cloud Partner

Official Google Cloud Select Services Partner badge for Ispirer

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Google Cloud Partner

AWS Qualified Software badge for Ispirer data migration solutions

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AWS Partner

Official Oracle Partner network logo — Ispirer validation

Partner

Oracle Partner

LIVE SESSION

Beyond AI: Why Rule-Based Engines Still Beat AI for Database Migration

Meet SQLWays AI Assistant: the New Database Migration Feature that Reduces Post-Migration Optimization Effort by up to 50%

Ispirer Is Now Live on AWS Marketplace: Start Your Database Migration Journey with a Free Trial of SQLWays

Ispirer Toolkit Has Been Recognized as a Top 2025 People's Choice Stevie® Award for Favorite New Product

Ispirer Toolkit Has Been Recognized as a Top Digital Process Automation Solution at the 2025 American Business Awards®

Migrate Sybase and Microsoft SQL Server T-SQL to Java. Keep Your Business Logic Safe!

SQLWays Redefined for the Web: Migrate Your Complex Legacy Systems with Just a Few Clicks

Introducing Ispirer Data Migrator (IDM): an Enterprise-Grade Solution Designed for Streamlined Data Migration

Ispirer Toolkit Wins the 2025/26 Cloud Awards for Best Cloud Migration or Systems Integration Solution

1100+ companies including Fortune 500 and Global 2000 use Ispirer solutions. Join the champions

Paul Wurth
Epicor
ndex
Toyota
NTT Data
Continental Rubber Company
Bloxs
Staples
Ned Graphics
Splice Machine
Cardinal Health
demantec
Autobacs
loxon
Magnit
Canada Helps Org
University Of Maryland
Utah State University
WorldLine
Beckman Coulter
Comtron
E-Tabs
PrimeBank Kenya
Paul Group
Visma
Indra
Reply Technology
Eaton
HCLTech
Safran

Ispirer Ecosystem

Your way to prevent costly migration delays and failures

Evaluates databases, application code, and compatibility across platforms

Assesses effort, scope, and timelines with precision

Provides insights into objects, codebase quality, and potential migration challenges

Compatible with multiple databases

Works in offline mode with read-only access
  • PostgreSQL
  • Oracle
  • SQL Server
  • GCP
  • DB2
  • Informix
  • MySQL
  • Azure
  • Teradata
  • SAP
  • MariaDB
  • AWS
  • Progress
  • Greenplum
  • Sybase
  • PostgreSQL
  • Oracle
  • SQL Server
  • GCP
  • DB2
  • Informix
  • MySQL
  • Azure
  • Teradata
  • SAP
  • MariaDB
  • AWS
  • Progress
  • Greenplum
  • Sybase
Download InsightWays

Your way to accurately estimate migration scope, cost, and complexity

Analyzes application code to measure volume, structure, and complexity

Provides precise estimates of migration effort, timelines, and costs

Identifies conversion rates and highlights customization needs

Detects potential issues early, reducing risks and unexpected delays

Works across diverse systems and environments
  • Java
  • Cobol
  • Delphi
  • .NET
  • Visual Basic
  • C#
  • Progress 4GL
  • C++
  • Informix 4GL
  • JS
  • PowerBuilder
  • Pascal
  • Java
  • Cobol
  • Delphi
  • .NET
  • Visual Basic
  • C#
  • Progress 4GL
  • C++
  • Informix 4GL
  • JS
  • PowerBuilder
  • Pascal
Download Metrics

Your way to eliminate manual tasks and migration risks

Reduces manual work and accelerates project timelines

Transfers schema, data, seamlessly across platforms

Adapts code to target database syntax and standards

Automatically resolves dependencies for complex migrations

Works with legacy, modern, and cloud-based systems

Protects sensitive data during migration, ensure high security

Stands as a comprehensive migration tool for your company's information

Your way to refuse middleware and upgrade application

Analyzes data types, relationships between objects

Analyzes reserved words & code structures 

Automates the process of application modernization

Ensures high quality of application migration

Reduces the amount of manual code adjustments

Can migrate desktop applications into web applications

Your way to instantly convert code and test migration scenarios

Instantly converts single scripts or statements in just two clicks

Requires no setup or additional configuration

Supports database, application, and embedded SQL conversion

Enables quick testing of migration approaches before full-scale projects
  • PostgreSQL
  • Oracle
  • SQL Server
  • GCP
  • DB2
  • Informix
  • MySQL
  • Azure
  • Teradata
  • SAP
  • MariaDB
  • AWS
  • Progress
  • Greenplum
  • Sybase
  • PostgreSQL
  • Oracle
  • SQL Server
  • GCP
  • DB2
  • Informix
  • MySQL
  • Azure
  • Teradata
  • SAP
  • MariaDB
  • AWS
  • Progress
  • Greenplum
  • Sybase
Book a demo

Your way to migrate data with near-zero downtime and full control

Enables near-zero downtime migrations by continuously capturing data changes (CDC) during the migration window

IDM is part of the broader Ispirer Ecosystem and integrates natively with SQLWays

IDM's SCN-based iterative approach ensures each data transfer iteration captures a consistent point-in-time snapshot of Oracle data

Runs 100% inside the target PostgreSQL environment using native extensions

Connects to Oracle with the minimum possible footprint: read-only SELECT + FLASHBACK access only

Supports configurable column mapping and data type transformation rules, allowing teams to adapt Oracle data

Reaches transfer speeds of 250 GB/hr+ by leveraging Foreign Data Wrappers (oracle_fdw) and parallel multithreading

Requires no agents and no middleware for efficient migration

Your way to reduce costly migration risks using the right tools and experts

End-to-end framework combining SQLWays for database migration, CodeWays for application modernization, IDM for data migration

Ensures seamless transformation of databases and legacy applications into modern platforms covering every step of the process

Migrates source technology with minimized downtime and high data integrity throughout the transition

Combines automation with deep expert involvement

Adapts tools and processes to project-specific requirements
  • PostgreSQL
  • Oracle
  • SQL Server
  • GCP
  • DB2
  • Informix
  • MySQL
  • Azure
  • Teradata
  • SAP
  • MariaDB
  • AWS
  • Progress
  • Greenplum
  • Sybase
  • PostgreSQL
  • Oracle
  • SQL Server
  • GCP
  • DB2
  • Informix
  • MySQL
  • Azure
  • Teradata
  • SAP
  • MariaDB
  • AWS
  • Progress
  • Greenplum
  • Sybase
Request a quote

Your way to handle complex migrations with expert support

Delivers custom solutions for complex and non-standard migration cases developed by experts

Handles edge cases, unsupported features, and unique business logic

Supports end-to-end migration from assessment to cutover

Our modernization and migration approach

We select the right conversion approach based on business specifics, project scope, complexity, and risk profile.

  • Rule-Based

    Deterministic conversion

    Engine

    SQLWays, CodeWays

    Automation & coverage

    ~70–80% automated coverage out of the box, with the option to reach up to 90% through manual refinement, refactoring, validation, and QA

    What you get

    Predictable scope and timeline, stable and repeatable output

    Best for

    Well-defined, structured migrations

  • Recommended

    Hybrid

    Rules + AI-assisted refinement

    Engine

    SQLWays, CodeWays + AI

    Automation & coverage

    ~70–80% automated coverage, up to 90% with AI, reducing manual conversion, validation, and testing

    What you get

    Predictability of the rule-based engine + speed of AI, backed by the Ispirer expert framework

    Best for

    Complex or partially undocumented systems

  • AI-Driven

    AI-led analysis and delivery

    Engine

    AI engine

    Automation & coverage

    AI-led code and business logic extraction by Ispirer Migration Experts

    What you get

    AI-assisted refactoring, code generation and documentation, human-led QA, insights into undocumented logic and target design

    Best for

    Iterative modernization and innovation-driven transformation

The approach is defined during the Discovery Phase, based on business specifics, source system complexity, target state, timeline, and expected business value.

Customized software, designed just for you!

The customization of Ispirer Toolkit for your project allow you to achieve the optimal level of automatic conversion.

How it works:

Turning challenges

into tailored solution

Customization process

Customization that unlocks full speed

Boost code conversion

speed up to 10x

Customization value
Book a demo

Start your automation way now!

The world’s most innovative companies are building their next big thing with Ispirer

DemandTec, Magnit, Worldline and more have adopted SQLWays to boost their innovation life-cycle accelerate and manage their end-to-end innovation lifecycle

Magnit logo
Demandtec logo
WorldLine logo
University of Maryland logo
Loxon logo
Bloxs logo
Autobacs logo
CardinalHealth logo
Utah state university logo
Paul Group logo
Ndex Systems logo
Epicor logo
NedGraphics, The Netherlands logo
Splice Machine, United States logo

Talent Management

50%

Migration time reduction

1.365K

Lines of SQL code

8 Tb

of data

Oracle to PostgreSQL

MS SQL Server to PostgreSQL

"Ispirer Toolkit enabled a seamless migration of 8 TB of data and 1.36M lines of code from Oracle and SQL Server to PostgreSQL. The automation features reduced migration time by 50%, cutting costs and minimizing manual effort. The quality, precision, and support exceeded our expectations."

Retail AI / SaaS

7x faster

than manual conversion

250K

Lines of SQL code

~60 SQLJ

Procedures

IBM DB2 to PostgreSQL on Azure

"Ispirer is consistently praised for responsive, knowledgeable, and efficient support, with high and stable code quality maintained throughout the project (validated by unit test results). Most identified issues were fixed within one day, enabling smooth project integration."

Retail AI / SaaS

99%

Automation rate

1.500K

Lines of SQL code

6-month

Migration timeline

Oracle 19c to PostgreSQL

"Ispirer Team was very knowledgeable and professional in solving those challenges for us. They have closely worked with our internal team to find customized solutions for various conversion issues. With all these efforts we have managed to convert about 1.5million lines of code(1486831) and 99% of database objects, which will help us significantly to progress on our migration path."

Education

6-month

Migration time reduction

100K+

Lines of code

200+

COBOL programs

COBOL to Java

"Ispirer Toolkit enabled us to efficiently convert 200 COBOL programs with over 100,000 lines of code to Java. The tool produced high-quality, maintainable code, allowing our team to focus on infrastructure rather than conversion. Ispirer’s support was exceptional, often resolving issues within one business day."

Financial services

92%

Automation rate

14

Databases

6-month

Migration timeline

SQL Server 16 to Oracle

Sybase IQ 16 to Oracle

"As a result of the Ispirer–Loxon partnership, all SQL Server and Sybase IQ databases were consolidated into a single Oracle database, eliminating licensing costs and reducing operating expenses. With 92% automation, the migration was completed in just six months and cost 3–5 times less than a manual migration approach."

Real estate software

100%

Automation rate

400

Databases

10x faster

than manual conversion

SQL Server to PostgreSQL

"As a result of the project, the Ispirer Toolkit was enhanced to resolve multiple PostgreSQL conversion issues, helping prevent similar challenges in future migrations. After customizing the tool, the migration from SQL Server to PostgreSQL was fully automated, enabling all databases to be successfully migrated up to 10 times faster compared to a manual conversion process."

Automotive retailer

>1K

Files

400K

Lines of SQL code

2x faster

than migration with other vendors

COBOL to Java

"Using the Ispirer Toolkit, the client migrated a COBOL application with 400K lines of code and over 1,000 files to Java in just 12 months. As a result, the client received a modernized Java application in the shortest possible time and highly rated the Ispirer team for migration quality, speed, flexibility, and adaptive approach."

Healthcare Solutions

70%

Migration time reduction

650K+

Lines of SQL code

700+ tables

of data

SQL Server to PostgreSQL

"Ispirer helped us migrate 700+ tables and 650+ stored procedures from SQL Server to PostgreSQL, reducing development time by 60%-70%. The tool efficiently handled case-sensitive issues and frequent data changes. The excellent support made the process easy, fast, and effective."

Governmental

78%

Migration time reduction

200K+

Lines of code

12 TB

of data

Informix to Oracle

"Ispirer MnMTK was crucial to our successful database migration, converting 12 TB of data and 200,000 lines of SQL code. The tool outperformed other solutions, saving us countless hours. The support team was responsive and effective—money well spent."

Manufacturing & Fleet Management

55%

Migration time reduction

25K+

Lines of SQL code

> 150 tables

per database

Firebird to PostgreSQL

"Ispirer's Toolkit enabled the efficient migration of 150 tables and 25,000 lines of code from Firebird to PostgreSQL. The tool saved us time and reduced risks, while the Ispirer team provided excellent support throughout. Highly recommended for similar database migration projects."

IT Services

95%

Migration time reduction

4.000+

Stored procedures

200+

tables

Sybase to MySQL

"Ispirer’s tool allowed us to automatically convert 4,000+ procedures and 200+ tables from Sybase to MySQL with 95% success, saving a lot of time. The ability to customize the tool and the excellent support made the process smooth and efficient. Highly recommended!"

Enterprise software

50%

Migration time reduction

2 MLN

Lines of code

75%

Аutomation achieved

Progress ABL to C#

"We have found the Ispirer team to be knowledgeable and responsive, and we have found the tooling to be flexible enough to be easily adapted to our coding conventions."

Civil engineering and infrastructure

70%

Аutomation achieved

250K+

Lines of code

50%

Migration cost reduction

C/C++, AutoLISP to C#.NET

"We were impressed with the knowledge, professionalism, hard work, and enthusiasm of the Ispirer team. Through this Migration Project, we have a solid base for further expanding our application."

Database technology

80%

Аutomation achieved

400K+

Lines of code

50%

Migration time reduction

Oracle PL/SQL to Java

"At the onset of the engagement, the Ispirer MnMTK was expanded to meet the specific requirements of our migration prior to being delivered for our use. Once this phase of the project was complete, we were provided with the expanded toolkit."

Ispirer Mission

Blockquote icon

We help businesses to break free from the limitations of their legacy software infrastructure by providing expert migration services and automation tools which significantly accelerate the transition process and thus make it much more affordable.

Natalia Bespalova CEO, Ispirer Systems

Photo of Natalia Bespalova, CEO of Ispirer Inc.

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Ispirer Migration Support Community

Ask questions. Find answers. Connect with Ispirer support.

On the database side, sources include Oracle, Microsoft SQL Server, DB2 (LUW, AS/400 and z/OS), Sybase ASE, ASA and IQ, Informix, Teradata, Progress, MySQL, MariaDB, PostgreSQL, Firebird and InterBase. Targets run from Oracle, PostgreSQL, MySQL, MS SQL Server and MariaDB through cloud and analytical platforms: Amazon Aurora and Redshift, Azure SQL Database and Synapse, AlloyDB, Spanner, Snowflake, SAP HANA, Greenplum and CockroachDB.

For applications, CodeWays converts COBOL, PowerBuilder, Delphi, C/C++, Visual Basic, Pascal, Informix 4GL, Progress 4GL and PL/I into Java, C#, Python, VB.NET or JavaScript, together with the SQL embedded in that code.

Every pair we support is listed under supported migration directions.

Deployment-wise, we migrate to AWS, Microsoft Azure, Google Cloud and Oracle Cloud Infrastructure, as well as on-premises and hybrid environments. If your technology isn't on the list, it's still worth asking: our migration services team regularly works with platforms the toolkit doesn't cover out of the box.

Pricing follows what you migrate rather than a per-seat subscription. Self-service licenses are sized by volume — number of objects, lines of code and data — and by how long you need them. Data-only migration starts at $45 for a month, SQL and data licenses start at $395, and annual options bring the monthly cost down. Volumes scale from roughly 100 to 600 tables and 50 to 600 GB. Current tiers and inclusions are on the pricing page.

Larger projects, typically from 201 objects upwards, move to a Full Support plan with production-level support and a custom quote. Customization of conversion rules is quoted case by case, since it depends on how unusual your code is.

Migration services are always quoted per project. The estimate reflects the migration direction, code volume, complexity and duration, so it follows an assessment rather than a price list. Request a quote today to receive a tailored evaluation based on your project parameters. Our assessment tools stay free, so scoping costs you nothing.

It comes down to who has time to run the project. With SQLWays and a developer on your side, the tool can convert 75–95% of SQL code on most directions, and a developer using it moves 3,000–5,000 lines a day where manual rewriting manages 300–400. Your team keeps full control, and we tune conversion rules when something specific to your schema shows up.

A managed project suits tight deadlines, an unfamiliar target platform or a team already busy with its own roadmap. Our engineers take the migration through all seven stages, from assessment and schema conversion to testing, performance tuning and cutover — that's ServiceWays.

Many customers land in between: tools for the bulk of the work, our experts for stored procedures, embedded SQL or performance. If you'd rather see evidence before deciding, we can convert a code sample as a proof of concept, and the case studies show how both models played out on real projects.

Start with the free assessment tools. InsightWays connects to your database in read-only mode and returns an inventory: objects by type, lines of code, the SQL constructs in use, and anything missing or broken.

That report is what turns guesswork into a plan: complexity scoring drives the timeline, the tooling choice and the budget. Procedural code, not data volume, usually sets the schedule, which is why the object inventory matters more than the size of your database.

From there you can go deeper with a database audit, which flags inefficiencies and risks before conversion begins, or ask for a proof of concept on a sample of your own code. Either way, you get a migration plan and a statement of work before the main project starts.

For application conversion, the approach is similar. You can start with our free Metrics tools to gather initial data. However, application code naturally requires a higher degree of expert analysis — without it, the margin of error in your estimate can be too high to rely on.

The toolkit runs inside your own environment on Windows, Linux or Unix, on-premises or in your cloud. It connects to the source through ODBC and loads the target with native utilities, and it works with read-only privileges on the source, so the original system stays untouched. Your data stays in your environment, and InsightWays runs without an internet connection at all. Details sit on the SQLWays page.

Data migration follows the same principle. Ispirer Data Migrator is a direct-connection tool with no middleware in between, and its change data capture works from a read-only connection without touching transaction or redo logs.

On the organizational side, we maintain an information security management system aligned with ISO 27001, and every project discussion starts with a signed NDA. Where AI features are involved, they can run on a local model, so code and schema stay within your infrastructure — which matters in regulated environments.

Conversion moves at 3,000–5,000 lines of code per developer per day with the toolkit, against 300–400 by hand. For data, SQLWays reaches up to 60 GB per hour, while Ispirer Data Migrator gets to 250 GB per hour on Oracle to PostgreSQL by combining foreign data wrappers with parallel multithreading. Stream counts are limited by your hardware rather than by the tool, so real figures depend on your architecture.

Protecting the data is a matter of sequencing. The schema goes first, then data loads in phases while change data capture keeps replicating inserts, updates and deletes until replication lag reaches zero. The cutover window shrinks to seconds, because the target is already current when you switch.

Validation runs at every checkpoint against the full dataset rather than a sample, and both systems can run in parallel until the target returns identical output on every query. On managed projects, functional, regression and performance testing are part of the migration process, and we keep the parallel run going longer than most teams expect.

Yes, and you can start on your own. A free license takes two weeks and no credit card. The database migration edition converts up to 20 objects, 1,500 measured lines of code and 2 GB of data on one machine; the application conversion edition covers 5 scripts and 1,000 lines. You can request up to two free licenses per database pair, which is enough to convert a representative slice of your own schema and judge the output. Grab one through Try for Free.

Through a parser and compiler-based engine rather than regex pattern matching. Source code — PL/SQL, T-SQL, COBOL, Delphi, PowerBuilder — is parsed into an abstract syntax tree (AST) that captures its structure, data flow and control flow. That's what makes semantic conversion possible instead of text substitution.

The tree is then mapped through thousands of configurable conversion rules. Procedural constructs, exception handling, variables and proprietary built-in functions each get a semantically equivalent target construct.

Generation comes last, emitting readable code for both the target SQL dialect and the application language.

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1500 Lines of code / 2 GB of data