Any-to-Any Mapping
Unify data across XML, JSON, CSV, Excel, SQL/NoSQL, EDI, XBRL, Protobuf, SOAP/REST, GraphQL, and PDFs.
- Multiple inputs/outputs per flow
- Schema-aware mapping with validation
- Reusable, versioned designs
Data Mapping, Integration & ETL — Done Right
Pacosoft unifies data across legacy, cloud, and partner systems. We design, automate, and monitor any-to-any data flows—without unnecessary complexity. Our solutions scale from quick wins to enterprise-wide automation with governance, observability, and security built in.
Comprehensive Any-to-Any Integration
Enterprise-Grade ETL
Scalable pipelines across on-prem, cloud, and hybrid with monitoring & alerting.
- Batch & streaming workloads
- Idempotent, retry-safe execution
- Role-based ops & audit trails
Advanced Transformation
Filtering, parsing, math, string ops, conditional logic, schema enforcement, and enrichment via external APIs.
- Custom libraries & reusable functions
- Business rules & data quality defaults
- Parameterization for environments
API & Event Integration
REST/SOAP, GraphQL, webhooks, and message queues for real-time flows.
- Orchestration, fan-out, back-pressure
- Pagination & rate limit handling
- Contract tests for API changes
Legacy Modernization
Convert PDFs, flat files, and mainframe reports into structured targets for analytics & apps.
- Template-driven extraction
- Regex & switch logic
- Repeatable migration patterns
Governance & Compliance
Secure, compliant data movement with lineage, policy controls, and auditability.
- Schema & contract testing
- Lineage docs & annotations
- PII minimization & masking
Formats & Systems We Work With
Databases
SQL Server, PostgreSQL, Oracle, MySQL, MariaDB, DB2, Teradata; MongoDB, CouchDB, Cosmos DB.
Tables & Sheets
Excel (OOXML/Strict), Google Sheets exports, warehouses & marts.
Data Quality
Constraints, type coercion, dedupe, survivorship, referential checks.
XML / XSD
Stylesheet/code generation, wildcard
JSON / JSON5 / Lines
Mixed-type arrays, schema generation from instances, nesting & flattening.
XBRL
Taxonomies → financial reports; validation & mapping to analytics targets.
Flat & Text
CSV, fixed-length, log parsing, mainframe reports with regex & switch rules.
PDF Extraction
Template-driven capture to XML/JSON/DB for downstream mapping.
Protobuf
Map to/from .proto structures without hand-coding serializers.
REST / SOAP
Schema-first requests/responses, auth headers, pagination & rate limits.
GraphQL
Shopify & custom schemas; queries/mutations within pipelines.
Events
Webhooks, queues, pub/sub; replay, ordering, idempotency.
EDI
EDIFACT, X12 (HIPAA), HL7, NCPDP, IDoc, SWIFT; 997 ACK, validation.
Finance
XBRL, statement normalization, reconciliation, audit trails.
Public Sector
Policy-driven pipelines, lineage, PII controls; partner exchanges.
How We Deliver
1. Discover
Sources, contracts, SLAs, and success metrics.
Sources, contracts, SLAs, and success metrics.
2. Design
Schemas, rules, lineage, and security.
Schemas, rules, lineage, and security.
3. Build
Reusable functions & parameterized jobs.
Reusable functions & parameterized jobs.
4. Validate
Unit/contract tests & golden datasets.
Unit/contract tests & golden datasets.
5. Automate
Schedules, events, retries, notifications.
Schedules, events, retries, notifications.
6. Observe
Dashboards, logs, tracing, improvements.
Dashboards, logs, tracing, improvements.
Frequently Asked (Quick Answers)
Yes. Template-driven extraction plus robust parsing converts PDFs, text, and flat files into validated XML/JSON/DB targets.
Absolutely—scheduled ETL for bulk movement and event/API pipelines for near-real-time syncs with retries & idempotency.
Schema validation, field-level rules, enrichment checks, lineage docs, least-privilege access, and optional masking/anonymization.
AI-Infused Data Transformation
Pacosoft weaves AI-powered understanding into ETL pipelines—classifying text, images, and media; enriching rows with entities and sentiment; and generating summaries and translations. Net result: faster onboarding, higher quality data, and new signals for better decisions.
Text & Sentiment
Auto-label tickets/reviews as positive, negative, bug, or feature request and write tags to CRM/DB.
- LLM intent & sentiment
- Routing & SLAs
- Structured outputs
Image Recognition
Tag product/field images for QA, search, inventory, and compliance.
- Objects & scenes
- Catalog accuracy
- Search/reco boost
Document Intelligence
Classify & extract from PDFs and forms into clean, validated records.
- Doc type detection
- Entity extraction
- PII redaction
Speech & Media
Transcribe calls, categorize outcomes, and summarize for action.
- Multi-lang transcription
- Action items
- Auto-log to CRM
Translation & Summaries
Translate columns and compress long text into analytics-ready summaries.
- HITL options
- Glossaries
- Confidence thresholds
Semantic Enrichment
Attach entities, topics, and embeddings to rows for smarter joins/search.
- Entity linking
- Taxonomy mapping
- Vector features
No-Code API Calls
Drop-in web service steps (OpenAI, Azure OpenAI, AWS AI, Google AI) inside ETL.
- JSON schemas for I/O
- Secrets via env/keystore
- Retry & backoff
Determinism & Guardrails
Prompt templates, constrained outputs, and schema validation.
- JSON schema checks
- Reject/repair flows
- Golden datasets
Observability
Track latency, cost, and outcomes; audit prompts/decisions.
- Tracing & metrics
- Cost caps
- AB testing
Quick Start: provide API keys, target schemas, and sample data. Pacosoft configures calls, validation,
retries, and writes enriched outputs to your database, data lake, or app.
Faster Time-to-Value
Automate manual triage/tagging and cut onboarding from weeks to days.
- 50–90% less labeling
- Near-real-time enrichment
- Cleaner data
Better Decisions
New AI signals (sentiment, entities, topics) drive analytics and routing.
- Higher CSAT & conversion
- Smarter prioritization
- Better reporting
Cost Control
Right-size models, batch calls, cache results, and cap spend.
- Per-task model choice
- Caching & dedupe
- Usage tracking
Data Protection
PII minimization, field-level masking, and regional processing.
- Redaction pre-AI
- TLS & encryption
- Sovereign options
Compliance & Audit
Lineage, contracts, and decision logs for traceability.
- Schema tests in CI
- Prompt/output attestations
- Retention & DLP
Human-in-the-Loop
Route low-confidence cases and learn from corrections.
- Threshold routing
- Review queues
- Active learning
Let’s add AI where it matters. Start with one high-impact use case, integrate it into your ETL, and measure results in weeks—not months.
Data Mapping, Integration & ETL — Done Right
Pacosoft unifies data across legacy, cloud, and partner systems. We design, automate, and monitor any-to-any data flows—without unnecessary complexity. Our solutions scale from quick wins to enterprise-wide automation with governance, observability, and security built in.
Comprehensive Any-to-Any Integration
Any-to-Any Mapping
Unify data across XML, JSON, CSV, Excel, SQL/NoSQL, EDI, XBRL, Protobuf, SOAP/REST, GraphQL, and PDFs.
- Multiple inputs/outputs per flow
- Schema-aware mapping with validation
- Reusable, versioned designs
Enterprise-Grade ETL
Scalable pipelines across on-prem, cloud, and hybrid with monitoring & alerting.
- Batch & streaming workloads
- Idempotent, retry-safe execution
- Role-based ops & audit trails
Advanced Transformation
Filtering, parsing, math, string ops, conditional logic, schema enforcement, and enrichment via external APIs.
- Custom libraries & reusable functions
- Business rules & data quality defaults
- Parameterization for environments
API & Event Integration
REST/SOAP, GraphQL, webhooks, and message queues for real-time flows.
- Orchestration, fan-out, back-pressure
- Pagination & rate limit handling
- Contract tests for API changes
Legacy Modernization
Convert PDFs, flat files, and mainframe reports into structured targets for analytics & apps.
- Template-driven extraction
- Regex & switch logic
- Repeatable migration patterns
Governance & Compliance
Secure, compliant data movement with lineage, policy controls, and auditability.
- Schema & contract testing
- Lineage docs & annotations
- PII minimization & masking
Formats & Systems We Work With
Databases
SQL Server, PostgreSQL, Oracle, MySQL, MariaDB, DB2, Teradata; MongoDB, CouchDB, Cosmos DB.
Tables & Sheets
Excel (OOXML/Strict), Google Sheets exports, warehouses & marts.
Data Quality
Constraints, type coercion, dedupe, survivorship, referential checks.
XML / XSD
Stylesheet/code generation, wildcard
JSON / JSON5 / Lines
Mixed-type arrays, schema generation from instances, nesting & flattening.
XBRL
Taxonomies → financial reports; validation & mapping to analytics targets.
Flat & Text
CSV, fixed-length, log parsing, mainframe reports with regex & switch rules.
PDF Extraction
Template-driven capture to XML/JSON/DB for downstream mapping.
Protobuf
Map to/from .proto structures without hand-coding serializers.
REST / SOAP
Schema-first requests/responses, auth headers, pagination & rate limits.
GraphQL
Shopify & custom schemas; queries/mutations within pipelines.
Events
Webhooks, queues, pub/sub; replay, ordering, idempotency.
EDI
EDIFACT, X12 (HIPAA), HL7, NCPDP, IDoc, SWIFT; 997 ACK, validation.
Finance
XBRL, statement normalization, reconciliation, audit trails.
Public Sector
Policy-driven pipelines, lineage, PII controls; partner exchanges.
How We Deliver
1. Discover
Sources, contracts, SLAs, and success metrics.
Sources, contracts, SLAs, and success metrics.
2. Design
Schemas, rules, lineage, and security.
Schemas, rules, lineage, and security.
3. Build
Reusable functions & parameterized jobs.
Reusable functions & parameterized jobs.
4. Validate
Unit/contract tests & golden datasets.
Unit/contract tests & golden datasets.
5. Automate
Schedules, events, retries, notifications.
Schedules, events, retries, notifications.
6. Observe
Dashboards, logs, tracing, improvements.
Dashboards, logs, tracing, improvements.
Frequently Asked (Quick Answers)
Yes. Template-driven extraction plus robust parsing converts PDFs, text, and flat files into validated XML/JSON/DB targets.
Absolutely—scheduled ETL for bulk movement and event/API pipelines for near-real-time syncs with retries & idempotency.
Schema validation, field-level rules, enrichment checks, lineage docs, least-privilege access, and optional masking/anonymization.
AI-Infused Data Transformation
Pacosoft weaves AI-powered understanding into ETL pipelines—classifying text, images, and media; enriching rows with entities and sentiment; and generating summaries and translations. Net result: faster onboarding, higher quality data, and new signals for better decisions.
Text & Sentiment
Auto-label tickets/reviews as positive, negative, bug, or feature request and write tags to CRM/DB.
- LLM intent & sentiment
- Routing & SLAs
- Structured outputs
Image Recognition
Tag product/field images for QA, search, inventory, and compliance.
- Objects & scenes
- Catalog accuracy
- Search/reco boost
Document Intelligence
Classify & extract from PDFs and forms into clean, validated records.
- Doc type detection
- Entity extraction
- PII redaction
Speech & Media
Transcribe calls, categorize outcomes, and summarize for action.
- Multi-lang transcription
- Action items
- Auto-log to CRM
Translation & Summaries
Translate columns and compress long text into analytics-ready summaries.
- HITL options
- Glossaries
- Confidence thresholds
Semantic Enrichment
Attach entities, topics, and embeddings to rows for smarter joins/search.
- Entity linking
- Taxonomy mapping
- Vector features
No-Code API Calls
Drop-in web service steps (OpenAI, Azure OpenAI, AWS AI, Google AI) inside ETL.
- JSON schemas for I/O
- Secrets via env/keystore
- Retry & backoff
Determinism & Guardrails
Prompt templates, constrained outputs, and schema validation.
- JSON schema checks
- Reject/repair flows
- Golden datasets
Observability
Track latency, cost, and outcomes; audit prompts/decisions.
- Tracing & metrics
- Cost caps
- AB testing
Quick Start: provide API keys, target schemas, and sample data. Pacosoft configures calls, validation,
retries, and writes enriched outputs to your database, data lake, or app.
Faster Time-to-Value
Automate manual triage/tagging and cut onboarding from weeks to days.
- 50–90% less labeling
- Near-real-time enrichment
- Cleaner data
Better Decisions
New AI signals (sentiment, entities, topics) drive analytics and routing.
- Higher CSAT & conversion
- Smarter prioritization
- Better reporting
Cost Control
Right-size models, batch calls, cache results, and cap spend.
- Per-task model choice
- Caching & dedupe
- Usage tracking
Data Protection
PII minimization, field-level masking, and regional processing.
- Redaction pre-AI
- TLS & encryption
- Sovereign options
Compliance & Audit
Lineage, contracts, and decision logs for traceability.
- Schema tests in CI
- Prompt/output attestations
- Retention & DLP
Human-in-the-Loop
Route low-confidence cases and learn from corrections.
- Threshold routing
- Review queues
- Active learning
Let’s add AI where it matters. Start with one high-impact use case, integrate it into your ETL, and measure results in weeks—not months.
Cartographie, Intégration & ETL — Efficace et Sécurisé
Pacosoft unifie vos données à travers systèmes hérités, cloud et partenaires. Nous concevons, automatisons et surveillons des flux any-to-any — sans complexité inutile. Nos solutions s’adaptent des besoins rapides aux projets d’entreprise avec gouvernance et sécurité intégrées.
Intégration Any-to-Any Complète
Cartographie Any-to-Any
Unifiez XML, JSON, CSV, Excel, SQL/NoSQL, EDI, XBRL, Protobuf, SOAP/REST, GraphQL, et PDF.
ETL de niveau entreprise
Flux massifs et temps réel, avec surveillance et alertes intégrées.
Transformations avancées
Filtres, calculs, logique conditionnelle, règles métier et enrichissement API.
Intégration API & Événements
REST, SOAP, GraphQL, webhooks et files de messages.
Modernisation Héritée
Convertissez PDF, fichiers plats et rapports mainframe en formats structurés.
Gouvernance & Conformité
Flux sécurisés avec traçabilité, politiques et masquage PII.
Formats & Systèmes Supportés
Bases de données
SQL Server, PostgreSQL, Oracle, MySQL, MongoDB, etc.
Tableurs
Excel, Google Sheets, entrepôts de données.
Qualité des données
Contraintes, dédoublonnage, vérifications référentielles.
XML / XSD
Transformations multi-schémas, validation.
JSON / JSON5
Schéma auto-généré, tableaux mixtes, aplatissement.
XBRL
Rapports financiers validés.
Cartographie, Intégration & ETL — Efficace et Sécurisé
Pacosoft unifie vos données à travers systèmes hérités, cloud et partenaires. Nous concevons, automatisons et surveillons des flux any-to-any — sans complexité inutile. Nos solutions s’adaptent des besoins rapides aux projets d’entreprise avec gouvernance et sécurité intégrées.
Intégration Any-to-Any Complète
Cartographie Any-to-Any
Unifiez XML, JSON, CSV, Excel, SQL/NoSQL, EDI, XBRL, Protobuf, SOAP/REST, GraphQL, et PDF.
ETL de niveau entreprise
Flux massifs et temps réel, avec surveillance et alertes intégrées.
Transformations avancées
Filtres, calculs, logique conditionnelle, règles métier et enrichissement API.
Intégration API & Événements
REST, SOAP, GraphQL, webhooks et files de messages.
Modernisation Héritée
Convertissez PDF, fichiers plats et rapports mainframe en formats structurés.
Gouvernance & Conformité
Flux sécurisés avec traçabilité, politiques et masquage PII.
Formats & Systèmes Supportés
Bases de données
SQL Server, PostgreSQL, Oracle, MySQL, MongoDB, etc.
Tableurs
Excel, Google Sheets, entrepôts de données.
Qualité des données
Contraintes, dédoublonnage, vérifications référentielles.
XML / XSD
Transformations multi-schémas, validation.
JSON / JSON5
Schéma auto-généré, tableaux mixtes, aplatissement.
XBRL
Rapports financiers validés.