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ACID Transactions: Ensuring the Integrity of Your Critical Data

Auteur n°2 – Jonathan

By Jonathan Massa
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ACID transactions (Atomicity, Consistency, Isolation, Durability) are the cement that guarantees the integrity of critical data within modern enterprises. Financial institutions and e-commerce companies have relied on them for a long time because they cannot afford inconsistencies in their datasets. Today, they are the cornerstone that ensures the security and integrity of operations across a variety of industries.

This mechanism protects your information systems against critical data errors because, unlike a simple isolated operation, an ACID transaction treats multiple actions as an indivisible unit: everything succeeds, or nothing is applied. In plain terms, it’s the guarantee that a sequence of operations (for example, a debit followed by a credit in banking) leaves the database in a coherent and reliable state, without any incoherent intermediate state that could cause downtime for the user or, worse, trigger irreversible actions leading to disputes.

For decision-makers and CIOs, this means reduced risk of data corruption, fewer costly errors, and enhanced confidence in their systems. They therefore build these guarantees into their IT strategy, fully aware that transactional robustness directly influences performance, compliance, risk management, and the organization’s reputation.

ROI and Business Benefits: The Concrete Impact of an ACID Transactional Architecture on the Enterprise

In the digital age, ensuring data integrity via ACID transactions is an investment in the sustainability and performance of your company.

Beyond the technology itself, decision-makers seek tangible benefits. A reliable information system delivers multiple ROIs: fewer business interruptions (failures or unplanned stops) due to anomalies; lower costs related to data recovery or correction of corrupted data; less time wasted fixing errors; and increased trust from both customers and employees.

Concrete Advantages

  • Reduction in processing times: automation of workflows and elimination of manual interventions.
  • Decrease in errors and inconsistencies: systematic validation of business rules with each transaction.
  • Optimization of operational costs: fewer resources dedicated to correcting and reconciling data.
  • Improvement in service reliability: increased availability and resilience against failures.
  • Gain in customer and employee trust: smooth communication and coherent data foster satisfaction and loyalty.
  • Support for innovation: stable foundations to deploy new features without risk.

Insurance Use Case

Context

An insurance company we advise receives approximately 5,000 claim submissions each month via its online portal. Until recently, claims were first recorded in several distinct subsystems (document management, expert tracking, billing) because the IS was not yet fully integrated.

During peak periods, the various processing teams would see duplicate claim files spread across multiple systems. They then had to manually consolidate these files—identify duplicates, merge partial information, validate the complete history—to obtain a single coherent record.

This manual procedure was lengthy: for each duplicated claim, teams had to navigate up to three different interfaces, compare supporting documents, and reconstruct the full status of the file. On average, 15 % of claims had at least one duplicate, and each consolidation took several hours per file, with a high risk of human error and extended processing times.

ACID Solution

By adopting a fully ACID-compliant transactional database, HelvetiaCare was able to automate each step of the claims process:

  1. Atomicity: each change (creation, update, closure of a file) is treated as an indivisible unit.
  2. Consistency: business rules (e.g., no file without validated documentation) are guaranteed on every transaction.
  3. Isolation: records are locked at the necessary level, preventing any conflicts during traffic peaks.
  4. Durability: once committed, every transaction remains reliable and recoverable, even in the event of a system failure.

Results

  • Processing time per file dropped from 72 hours to 2 hours.
  • Duplicates were almost eliminated (from 15 % to less than 0.5 %) thanks to strict write isolation.
  • Customer satisfaction (NPS) rose from +24 to +58 in six months.
  • Operational costs related to manual follow-ups and corrections were reduced by 50 %, saving approximately CHF 400 000 annually.

Strategic Impact

This ACID automation goes beyond a performance gain: it strengthens data reliability, frees teams to focus on product innovation, and significantly improves the customer experience by ensuring fast, error-free service.

Solid Foundations for Growth and Transformation

Strategically, equipping your system with a robust, tailor-made ACID foundation provides additional agility. Rather than hindering innovation—as a system generating data inconsistencies would—such a foundation secures it: every new feature or module can rely on existing, reliable transactions without risking a collapse like a house of cards. It’s the assurance that the company’s digital growth will not come at the expense of data quality.

How ACID Transactions Work Technically

An ACID transaction ensures that no critical data is lost or corrupted in transit, a risk that inevitably arises in non-ACID systems.

Behavior Without ACID

Before discussing ACID transactions, it’s necessary to explain concretely how, in the absence of these properties, several risks can lead to data loss or corruption:

  • Absence of atomicity: if a series of operations is interrupted (failure, timeout, crash), only some of them are applied, leaving the database in a partially updated state.
    Example: during a two-step bank transfer (debit from account A, credit to account B), a crash after the debit but before the credit can make the money vanish from the system.
  • Absence of isolation: concurrent transactions can interfere (lost updates, dirty reads), causing inconsistencies or overwriting legitimate modifications.
    Example: on a high-traffic e-commerce site, only five units of an item remain in stock. Two order servers process purchases in parallel: each reads “5,” sells one unit, and writes “4.” The second overwrite leaves the stock at 4 instead of 3, causing one sale to disappear.
  • Absence of durability: without reliable logging, a sudden restart can permanently erase recently committed changes.
    Example: an order recorded just before a power cut disappears after the server restarts.
  • Absence of consistency: no mechanism ensures that all constraints (referential integrity, business rules) remain respected in case of error.
    Example: deleting a customer without deleting their associated orders, leaving orphaned records in the “orders” table.

These shortcomings can lead to scenarios where valid updates are simply forgotten, intermediate states are exposed to users, or critical data ends up in an incoherent state.

Behavior With ACID

An ACID transaction, on the other hand, guarantees that every operation composing the process is either fully committed or rolled back as a whole in case of a problem, thus preserving overall consistency in each of the above scenarios.

To achieve this, an ACID transaction relies on four fundamental guarantees, each implemented by mechanisms applicable in any system handling data operations:

Atomicity

  • Principle: treat all operations of a transaction as one indivisible whole: either all succeed, or none takes effect.
  • Mechanisms:
    • Operation log (write-ahead log): record the list of actions to be performed before execution, enabling rollback if needed.
    • Coordinated rollback: in case of failure at any step, traverse the log to undo each applied operation.

Consistency

  • Principle: allow only valid data states that respect all business rules and global constraints before and after the transaction.
  • Mechanisms:
    • Batch validation: check all constraints (uniqueness, relationships, invariants) in one pass when the transaction requests commit.
    • Validation hooks: extension points (in application or middleware) that reject modifications violating business rules.

Isolation

  • Principle: concurrent transactions must appear as if executed sequentially, without visible interference.
  • Mechanisms:
    • Logical locking: lock resources (data items, files, objects) during modification to prevent conflicts.
    • Version control (MVCC): each transaction works on its own copy of data (or its changes), then merges results at commit, detecting and handling conflicts.

Durability

  • Principle: once a transaction is committed, its effects must survive any crash or restart.
  • Mechanisms:
    • Persistent writes: ensure all modifications are replicated or written to non-volatile storage before confirming transaction completion.
    • Crash recovery: on system restart, automatically replay committed operations not yet applied to the final state.

By combining these four guarantees through operation logs, batch validations, synchronization or versioning strategies, and reinforced persistence procedures, any system—whether a dedicated database, a distributed queue service, or a transactional middleware layer—can offer reliable and robust transactions that protect critical data integrity.

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We support mid-sized and large enterprises in their digital transformation

Transactional Databases: Leverage the DBMS Rather Than Reinvent the Wheel

In your projects, you have two approaches to ensure Atomicity, Consistency, Isolation, and Durability:

  1. Manual implementation of the necessary mechanisms (logging, rollback, locking, crash recovery) directly in application code, orchestrating each step yourself.
  2. Relying on a transactional DBMS that natively integrates these functions, optimized and battle-tested for decades to safeguard critical data.

Advantages of Entrusting ACID to the DBMS

  • Optimized, proven mechanisms: native logging (e.g., PostgreSQL, MySQL/InnoDB, Oracle, SQL Server) uses tuned write-ahead logs for performance and data safety.
  • Locking and MVCC: sophisticated shared/exclusive locks or multi-version concurrency control ensure high concurrency without excessive blocking—a complexity hard to reproduce manually.
  • Certified compliance and reliability: transactional DBMSs undergo ACID compliance tests and receive regular updates; you avoid “home-grown” errors and benefit from active community support.
  • Reduced application complexity: delegating atomicity, rollback, validation, and durability to the DBMS keeps your business code concise and maintainable; tuning the DBMS (buffer sizes, checkpoint frequency, replication) becomes your main lever for scaling performance.
  • Advanced observability and operability: integrated tools (pg_stat_activity, Performance Schema, Oracle Enterprise Manager) provide precise metrics for diagnosing locks, transaction latency, or log rates; execution plans and audit reports facilitate profiling and optimization.
  • High availability and disaster recovery: replication, clustering, and automatic failover (PostgreSQL Streaming Replication/Patroni, MySQL Group Replication, Oracle Data Guard, SQL Server Always On) protect committed data from loss; crash recovery routines based on the log ensure coherent state restoration.

Major Transactional Engines

  • PostgreSQL: strict SQL standards compliance, advanced MVCC, partitioning and replication options.
  • MySQL/MariaDB (InnoDB): ubiquitous on the web, full ACID support with native replication.
  • Oracle Database: rich enterprise features and high-availability options.
  • Microsoft SQL Server: deep integration with Windows/.NET ecosystem, robust administration tools.
  • IBM Db2: proven reliability in large-scale critical environments.
  • CockroachDB, YugabyteDB: NewSQL distributed systems guaranteeing global ACID for cloud-native architectures.

By entrusting your transactions to a suitable DBMS, you benefit from a robust, high-performance, and secure technical foundation—validated by the community and data-reliability experts—whereas a custom implementation would expose you to high development and maintenance costs and increased error risk.

Reconciling ACID Systems with Modular Architectures

Integrating ACID principles in a modular architecture is also a compelling approach that ensures maximum reliability while preserving technological agility.

Many companies are adopting microservices or decoupled modules for greater flexibility. The challenge then is to maintain data integrity across these multiple components. Fortunately, ACID is not exclusive to monolithic systems: with modern tools, you can combine strict consistency and modularity.

For example, an industrial client we work with migrated its production-management software to independently deployed services. Each step (order intake, stock adjustment, machine scheduling) was handled by a separate module. However, without ACID coordination, discrepancies arose: an order could be confirmed without the stock decrement happening in real time, because the transaction did not encompass both actions.

The solution was to introduce a global transaction layer orchestrating key modules. Concretely, the IT teams built a custom orchestrator ensuring atomicity of critical action sequences: if one fails, everything is rolled back. This modular ACID approach immediately paid off: the production line became more resilient, eliminating synchronization errors between services. The company saw a direct performance gain: production stoppages due to data inconsistencies dropped by 60 %, improving ROI through better continuity.

Moreover, this modernization did not compromise future adaptability: by using a modular approach, the architecture remains evolutive. Critical data integrity is upheld without locking the company into a rigid solution; instead, the tech stack stays open (APIs, open-source standards) and adaptable—proof that you can reconcile ACID rigor with ongoing innovation.

Putting ACID Transactions at the Heart of Your Business Strategy

As you’ve seen, ACID transactions are not just another technical concept but a strategic imperative for any organization handling critical data. They act as the invisible guardian of consistency and reliability, enabling leaders to make decisions based on solid information and keeping IT systems functional and stable to serve customers without interruption or error.

From finance to industry and services, we’ve shown how a personalized, open, and modular ACID approach brings concrete gains: risk reduction, cost optimization, and unleashed innovation. Adopting ACID transactions is thus an investment in your company’s digital sustainability. By investing in these solid foundations, decision-makers equip themselves to grow confidently in an increasingly demanding digital environment.

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By Jonathan

Technology Expert

PUBLISHED BY

Jonathan Massa

As a specialist in digital consulting, strategy and execution, Jonathan advises organizations on strategic and operational issues related to value creation and digitalization programs focusing on innovation and organic growth. Furthermore, he advises our clients on software engineering and digital development issues to enable them to mobilize the right solutions for their goals.

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