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Technology projects in practice

Business intelligence, data platforms, system integration and operations: examples of how CONSENSO TECH connects systems and makes KPIs usable.

Bucherer

Product Master Data Suite for Bucherer

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For Bucherer, CONSENSO TECH developed a full-stack application for efficiently capturing, normalising and enriching large volumes of product data. Supplier data from Excel, CSV, XML, TXT and PDF is converted into a single unified schema, mapped onto Microsoft Dynamics 365 F&O and prepared for bulk import.

Starting point

  • Many suppliers with differing data formats and levels of data quality
  • Regular bulk capture of new collections
  • Mapping onto the complex data structure of Microsoft Dynamics 365 F&O
  • A need for consistent product copy across multiple channels and languages

Solution

  • Full-stack application for bulk product capture
  • Import and normalisation of Excel, CSV, XML, TXT and PDF
  • Mapping onto D365 F&O product data structures
  • User interface for review, editing and approval
  • AI-assisted product copy generation
  • Instruction management for channel, language, style, positive and negative lists, and prohibited terms

Result

  • Faster capture of new product collections
  • Reduced manual data preparation
  • Higher data quality and more consistent product information
  • Scalable copy generation for multiple languages and channels
  • Better control over tone, style and compliant product communication
Bucherer

Automated data migration from Oracle legacy ERP to Microsoft Dynamics 365 F&O

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For Bucherer, CONSENSO TECH supported the migration of core master data from an Oracle-based legacy ERP database to Microsoft Dynamics 365 F&O. Extensive SQL migration scripts were developed, legacy data was cleansed, and the existing data structures were conceptually mapped onto the new D365 data model.

Starting point

  • Migration from an Oracle-based legacy ERP database
  • Complex mapping onto Microsoft Dynamics 365 F&O
  • Data structures grown over time, with data quality issues
  • Migration of various master data objects such as customers, suppliers, products and product attributes
  • A need for repeatable, controllable migration runs

Solution

  • Development of extensive SQL migration scripts
  • Extraction and transformation of legacy data
  • Conceptual mapping onto the D365 F&O data model
  • Integration of data cleansing steps into the migration process
  • Structured preparation of the data for import into D365 F&O
  • Alignment between business departments, data model and technical implementation

Result

  • Repeatable and controllable data migration
  • Improved data quality ahead of import into the target system
  • Reduced manual migration effort
  • A clear mapping between the legacy data structure and the D365 F&O target model
  • A stable foundation for the global ERP rollout
Bucherer

Automated master data synchronisation between legacy ERP and D365 F&O

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For Bucherer, CONSENSO TECH developed automated data pipelines with Apache NiFi to synchronise master data daily between the existing legacy system and Microsoft Dynamics 365 F&O. The solution supports international parallel operation, where some legal entities already work in D365 while others continue to be run in the legacy system.

Starting point

  • Global parallel operation of the legacy system and Microsoft Dynamics 365 F&O
  • Differing rollout stages per country / legal entity
  • A need for consistent master data across several system worlds
  • Recurring daily data transfers
  • Existing SQL migration logic had to be operationalised
  • Complex target structures and import logic in D365 F&O

Solution

  • Construction of automated data pipelines with Apache NiFi
  • Querying of the legacy database
  • Reuse of existing SQL migration logic
  • Transformation of the data into D365-compatible structures
  • Transfer via the OData batch API of Microsoft Dynamics 365 F&O
  • Structured, repeatable and traceable synchronisation runs

Result

  • Consistent master data throughout the international ERP rollout
  • Support for parallel operation of legacy ERP and D365 F&O
  • Automated daily data migrations
  • Reduced manual data transfers
  • Greater stability and traceability of the data flows
  • Reusable pipeline structures for further migration work
DentaCore

Azure data platform with Databricks lakehouse and Power BI

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For DentaCore, CONSENSO TECH designed a modern data platform on Azure. The solution is based on a lakehouse approach with Azure Databricks, structured bronze, silver and gold layers, and Power BI as the reporting and dashboarding layer.

Starting point

  • Building a scalable data platform on Azure
  • Structured processing of data from several source systems
  • A need for clean separation between raw data, cleansed data and reporting models
  • A foundation for Power BI dashboards and future analytics use cases
  • An operating and support model for running the platform day to day

Solution

  • Design of an Azure data platform
  • Lakehouse architecture with Azure Databricks
  • Bronze, silver and gold layers for structured data processing
  • Transformation and harmonisation of source data
  • Power BI as the reporting and dashboarding layer
  • Operations, support and further development taken into account

Result

  • A scalable foundation for reporting and analytics
  • A clear data architecture with traceable processing steps
  • Better data quality through structured transformation
  • Reusable data models for Power BI
  • A future-proof platform for further BI and analytics requirements
DPD Schweiz

Open source data warehouse for near-realtime BI at DPD Switzerland

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For DPD Switzerland, CONSENSO supported the build of a new data warehouse programme to replace an existing Microsoft BI solution. The new platform is based on an open source stack with a custom-built ETL system, ClickHouse as the BI database, Postgres-based master data management and reusable data models for various reporting tools.

Starting point

  • Replacing an existing legacy Microsoft BI solution
  • High operational data volumes in the parcel and logistics business
  • Many data sources, integrations and stakeholders
  • Difficulty translating business requirements into technical specifications
  • A need for a clear roadmap, MVP structure and prioritised use cases
  • Centralisation and enrichment of master data for BI purposes

Solution

  • Setting up and structuring the data warehouse programme
  • Technical requirement engineering for BI, ETL and data modelling
  • Prototyping of SQL queries, data models and ETL transformations
  • Custom-built ETL system for data pipelines
  • ClickHouse as a high-performance BI database for large transaction data volumes
  • Postgres-based master data management with dedicated master data screens
  • eMondrian / ROLAP layer for reusable cubes and data models
  • Use of various analysis and dashboarding tools on the same data foundation

Result

  • Near-realtime access to operational data
  • A more consistent reporting and analytics foundation
  • Better financial and operational transparency
  • Less manual data maintenance thanks to central MDM
  • Reusable data models for different BI tools
  • A cost-efficient platform through targeted use of open source technologies
  • A foundation for future advanced analytics use cases
DPD Deutschland

Modernising strategic and operational IT dashboards

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For DPD Germany, CONSENSO TECH supports the further development of strategic and operational IT dashboards on an existing Azure-based BI architecture. The focus is on KPI definitions, data source reconciliation, Power BI delivery, data quality checks and close collaboration with business owners and the BI team.

Starting point

  • An existing, complex Azure BI architecture with hybrid data sources
  • Differing data sources such as Infor, MDM, Matrix42 and Jira
  • Strategic and operational dashboards with many KPI definitions
  • Metrics that were partly manual or unclear
  • A need for consistent terminology, visualisation and data logic
  • Close alignment between business owners, the BI team and business departments

Solution

  • Requirement engineering for strategic and operational IT dashboards
  • Revision of KPI definitions, units and labels
  • Data source reconciliation against source systems
  • Power BI development and dashboard adjustments
  • Correction of visualisations, colours, labels and drilldowns
  • Support for detail pages, tooltip and definition logic, and 12-month views
  • Backlog-based delivery with a clear definition of done per KPI

Result

  • More meaningful and more reliable IT dashboards
  • Consistent KPI definitions for management and product teams
  • Fewer manual reconciliations thanks to clearer data logic
  • Better transparency over IT performance, costs, HR and delivery metrics
  • Relief for the internal BI team through focused delivery support
  • An improved basis for operational and strategic IT steering
Dr. Wechsler & Partner

Data warehouse for pension fund administration

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For Dr. Wechsler & Partner, CONSENSO TECH developed a modern data warehouse on open source technologies. Data from SwissPension 6 is processed with Apache NiFi, structured in a central Postgres database, stored in MinIO and prepared for Power BI reports.

Starting point

  • Analysing pension-fund-relevant data from SwissPension 6
  • Building a structured reporting foundation
  • Combining person, contract and financial data
  • A need for a flexible and cost-efficient data warehouse architecture
  • Making the data available for Power BI analysis

Solution

  • Building a data warehouse on an open source stack
  • Apache NiFi for data extraction and ETL processes
  • Postgres as the central relational database
  • MinIO as S3-compatible storage
  • Power BI as the reporting and dashboarding layer
  • Structuring of pension-fund-relevant data from SwissPension 6

Result

  • A central data foundation for pension fund reporting
  • Better analysis of person, contract and financial data
  • A flexible open source architecture
  • Reusable data models for Power BI
  • A basis for more transparent operational and strategic analysis
EliteGo

Automated FINMA reporting pipeline for an insurance broker

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For EliteGo, CONSENSO TECH developed a data pipeline for the automated preparation of FINMA-relevant broker data. Policy, customer, insurance and commission data is consolidated and visualised in a Power BI dashboard for annual reporting.

Starting point

  • Annual reporting obligations for insurance intermediaries
  • Consolidating broker data from different sources
  • Preparing policies, customers, insurance classes and commissions
  • Distinguishing between new and existing policies
  • A need for traceable metrics for FINMA-relevant reporting
  • Reducing manual data preparation

Solution

  • Building an automated data pipeline
  • Import and structuring of insurance, policy and customer data
  • Preparation by FINMA-relevant category
  • Consolidation of commissions, brokerage fees and other remuneration
  • Power BI dashboard for analysis and reporting
  • Analysis by insurer, customer category, insurance class, existing versus new business, and over time

Result

  • Faster and more structured annual FINMA reporting
  • Better transparency over policies, customers and commissions
  • A reusable reporting foundation instead of manual one-off analysis
  • Greater traceability of the metrics
  • A management overview of broker activity and income
ESCMID

Odoo-Abacus interface for congress management and finance processes

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For ESCMID, CONSENSO implemented an interface between Odoo and Abacus. Operational congress processes, sponsorship, contract management and invoicing are represented in Odoo, while Abacus is connected as the central finance system. Invoices are transferred and payment status updates are synchronised back into Odoo.

Starting point

  • Odoo as the operational system for congress, sponsorship and CRM processes
  • Abacus as the central finance system
  • Invoicing in Odoo, accounting treatment in Abacus
  • A need to feed payment status back into Odoo
  • Transparency over open items for sales and operational teams
  • Reducing manual reconciliation between Odoo and accounting

Solution

  • Implementation of an Odoo-Abacus interface
  • Transfer of Odoo invoices to Abacus
  • Synchronisation of payment status from Abacus back to Odoo
  • Mapping of invoice and payment logic between the operational system and the finance system
  • Support for congress processes around sponsorship, contracts and invoices

Result

  • An end-to-end process from sponsorship and CRM through to financial accounting
  • Less manual reconciliation between Odoo and Abacus
  • Better transparency over paid and outstanding invoices
  • Up-to-date payment information directly available to sales and operational teams
  • A more stable foundation for professional congress management
Handel Schweiz

Data migration and master data cleansing from Sage to Abacus

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For Handel Schweiz, CONSENSO TECH took on the data migration workstream as part of the Abacus ERP implementation. Data from the existing Sage system was transferred automatically, cleansed, and optimised both conceptually and technically for the new Abacus structure.

Starting point

  • Migration from Sage to Abacus
  • Master data structures grown over time
  • Data quality issues in the legacy data
  • A need for automated data transfer
  • Conceptual adaptation to the new Abacus data structure
  • A clean foundation for invoicing, reporting and ERP operations

Solution

  • Taking on the data migration workstream
  • Automated data transfer between the legacy system and Abacus
  • Cleansing and preparation of legacy data
  • Conceptual and technical optimisation of the data structure
  • Preparation of the data for productive operation in Abacus

Result

  • A structured migration from Sage to Abacus
  • Improved data quality in the new ERP system
  • Less manual migration effort
  • A better foundation for reporting, invoicing and operational processes
  • Reduced risk during the ERP system change
Handel Schweiz

Intelligent duplicate detection for addresses and contacts

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For Handel Schweiz, CONSENSO TECH developed a small application for intelligent duplicate detection in address and contact data. A vector-based approach identifies not only exact duplicates but also similar spellings, abbreviations and differing contact details.

Starting point

  • Duplicates in company addresses and contacts
  • Differing spellings, typos, abbreviations and additional information
  • Standard functions often detect only exact matches
  • Data quality is critical for invoicing and reporting
  • Manual duplicate detection is time-consuming and error-prone

Solution

  • Concept and prototype for intelligent duplicate detection
  • Vector-based comparison of address and contact data
  • Use of TF-IDF and cosine similarity
  • Assessment of potential duplicates using similarity scores
  • A foundation for UI-supported cleansing, reports and data quality dashboards
  • Flexible thresholds and weightings for different data quality rules

Result

  • Better detection of non-obvious duplicates
  • Higher data quality in address and contact records
  • Less manual checking effort
  • A more reliable foundation for invoicing and reporting
  • The option of a continuous data quality cycle
  • A basis for proactive master data management
Kuhn Design

Automated data migration for a multi-month Odoo implementation

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For Kuhn Design, CONSENSO TECH developed an automated data migration to provide up-to-date data from the legacy system regularly during the ongoing Odoo implementation. Test data could therefore be refreshed continuously, migration logic validated early and go-live risk reduced.

Starting point

  • A multi-month Odoo implementation while the legacy system remained in use
  • Continuous changes in master data and operational data
  • A need for current test data during configuration and validation
  • The risk of a late or one-off go-live migration
  • The need to test and improve migration logic early

Solution

  • Building an automated data migration from the legacy system into Odoo
  • Repeatable migration runs during the implementation phase
  • Regular refreshing of test data
  • Early validation and optimisation of the migration logic
  • Preparation of a controllable go-live migration process

Result

  • Current test data throughout the implementation
  • Early detection of data and mapping problems
  • Reduced go-live risk
  • Less manual effort to provide test data
  • Better quality assurance for the Odoo rollout
  • A more stable foundation for the productive system change
Lotti AG

Quotation automation for SIA/CRBX-based construction costing

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For Lotti Partner AG, CONSENSO TECH developed a calculator to automate the quotation process. The solution processes SIA/CRBX files, draws on historical reference data and NPK catalogue information, calculates plausible unit prices and exports the costed quotation back for import into SORBA.

Starting point

  • High manual effort across 600 to 1,000 quotations per year
  • Dependence on the experience of individual people
  • Complex SIA/CRBX and NPK-based quotation logic
  • Incorrect or incomplete reference data leads to incorrect costings
  • Export to and import from SORBA has to work reliably and without rounding differences
  • A need for traceable, plausible and verifiable costing proposals

Solution

  • Feasibility study on automating the quotation process
  • Web application with upload and costing logic
  • Processing of CRBX/SIA files and PDF context
  • A standardised internal schema for quotation data
  • Use of historical reference data and NPK catalogues
  • Minimum price logic and a confidence indicator
  • Import history and quotation history
  • Validation of missing NPK catalogues
  • Export of the costed quotation for SORBA

Result

  • Reduced manual costing work
  • Experience-based knowledge preserved within the quotation process
  • More plausible and more traceable quotation costings
  • Reliable SIA/CRBX export and import into SORBA
  • A better overview of reference data and earlier costings
  • A foundation for further AI-supported quotation automation
Nateco

Tree finder for site-appropriate tree and shrub selection

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For Nateco, CONSENSO TECH developed a web application for structured searching and filtering of suitable tree and shrub species. Plant lists are converted into a digital data model and made searchable through a mobile- and desktop-capable interface using criteria such as origin, suitability for streets, region, growth height and biodiversity.

Starting point

  • Specialist plant information existed in complex Excel lists
  • Many criteria had to be presented in a structured, filterable and understandable way
  • Different audiences need quick access to suitable species
  • Desktop and mobile use both had to be supported
  • Specialist data had to be converted into a consistent digital data model

Solution

  • Extraction and normalisation of the plant lists
  • Construction of a structured JSON/JavaScript data model
  • Web application with search, filtering and sorting
  • Filters for origin, suitability for streets, region, growth height and biodiversity
  • Detail views with site requirements and additional specialist information
  • CSV export of the filtered results
  • Responsive UI for desktop and mobile

Result

  • Fast access to suitable tree and shrub species
  • Better usability of complex specialist data
  • Site-appropriate selection based on transparent criteria
  • A mobile- and desktop-capable application
  • A reusable digital data model
  • A foundation for further specialist extensions and data quality improvements
ORIS

Interface between ProConcept and Odoo for international purchasing processes

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For ORIS, CONSENSO developed an interface between ProConcept and Odoo. Because certain business functions continue to run in the legacy system ProConcept, deliveries from ProConcept are processed automatically in Odoo and created as purchase orders for subsidiaries. Product master data, including complex tree structures, is synchronised at the same time.

Starting point

  • Parallel operation of ProConcept and Odoo
  • Certain business functions remain in the legacy system
  • Automatic creation of purchase orders in Odoo
  • Synchronisation of product master data
  • Handling of complex tree structures
  • Support for international subsidiaries

Solution

  • Development of an interface between ProConcept and Odoo
  • Automated processing of delivery data from ProConcept
  • Creation of Odoo purchase orders for subsidiaries
  • Synchronisation of relevant product master data
  • Mapping of complex product and tree structures
  • Support for the international Odoo rollout

Result

  • End-to-end processes between the legacy system and Odoo
  • Less manual entry of purchase orders
  • Consistent product master data across system boundaries
  • More stable operational processes for subsidiaries
  • Support for a phased international ERP rollout
Paul Ullrich

ConsensoConnect for product data and order automation

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For Paul Ullrich, CONSENSO TECH developed automation for product data and inbound email orders. Supplier factsheets in Word, PDF, Excel and CSV are converted into a product schema, enriched with multilingual product copy and prepared for ERP import. Inbound order emails are also translated automatically into ERP orders.

Starting point

  • Product factsheets in many formats such as Word, PDF, Excel and CSV
  • Differing data quality and structure per supplier
  • A need for a uniform product schema for ERP import
  • Multilingual product copy for different websites and tasting contexts
  • Regulatory or communication requirements, for example prohibited terms for spirits
  • Manual processing of inbound order emails

Solution

  • Automated extraction of product information from supplier factsheets
  • Normalisation into a uniform product schema
  • Generation of multilingual product copy
  • Rule-based control of copy, terminology and channels
  • Preparation of structured records for ERP import
  • Automation of inbound email orders
  • Translation of inbound orders into ERP orders

Result

  • Less manual effort in product data maintenance
  • More consistent product information across channels and languages
  • Faster onboarding of new products into the ERP
  • Compliant product copy for sensitive product categories
  • Automated order capture from email orders
  • A scalable foundation for further AI and process automation
ProSeller

DataFlow ProX: a platform for intelligent product data automation

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With DataFlow ProX, CONSENSO TECH developed a modular platform for the automated processing of product data. Data from Excel, CSV, PDF, ERP, web or API is imported, structured, enriched and passed to target systems such as ERP, shop, CRM or PIM through intelligent export and interface logic.

Starting point

  • Product data spread across many formats and systems
  • High manual effort for import, cleansing and enrichment
  • Differing data quality by source or supplier
  • A need for reusable export formats and interfaces
  • Consistent product information for ERP, web shop, marketing and further channels
  • A scalable foundation for AI-supported product data processes

Solution

  • Modular product data platform
  • Import from Excel, CSV, PDF, ERP, web and API
  • AI-supported pre-processing and analysis
  • Structuring, standardisation and redundancy checking
  • Automatic addition of technical data, attributes, copy and images
  • SEO- and marketing-optimised product data
  • Connect and export logic to ERP, shop, CRM, PIM and further systems
  • AI agent capabilities for search, advice, automation and data queries

Result

  • Automated product data processes from import through to export
  • Higher data quality and more consistent product information
  • Less manual preparation by business departments
  • Faster product availability in target systems
  • Reusable data and integration logic
  • A foundation for AI-supported search, advice and process automation
SCS IT / Linard

Automated supplier data integration for IT hardware

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For SCS IT / Linard, CONSENSO TECH developed an application to automate daily supplier data. Product catalogues, prices and stock levels from various supplier files are processed, transformed and made available for ERP and eCommerce processes.

Starting point

  • Daily product and stock data from several IT hardware suppliers
  • Differing file formats, currencies and data structures
  • Manual preparation for ERP and eCommerce
  • A need for dynamic pricing logic and promotion capability
  • Updating existing products and capturing new items
  • Handling product conditions such as NEW, REF, USED, RENEW or OEM-compatible
  • Duplicate and deletion logic per supplier

Solution

  • Development of an application for supplier data import and export
  • Processing of multiple supplier files
  • Combination with ERP product data from OPACC
  • Support for CHF, EUR and GBP including exchange rate logic
  • Mapping onto defined export structures
  • Rules for price mark-ups, minimum prices and product conditions
  • Data validation, editing and deletion logic
  • User interfaces for import, validation, configuration and export
  • Preparation of export files for the ERP and eCommerce platform

Result

  • A significant reduction in manual data preparation
  • Up-to-date product prices and stock levels
  • Faster onboarding of new products
  • Better control of pricing logic and promotions
  • Higher data quality through validation and mapping
  • A foundation for further automation, for example FTP processing or additional product data sources
volenergy

Monitoring for business-critical interfaces between D365 and OASE

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For volenergy, CONSENSO TECH developed a monitoring concept and an operational monitoring solution for business-critical interfaces between Microsoft Dynamics 365 F&O and the legacy system OASE. Using Grafana and Apache NiFi, data flows, interface servers and transfer errors were made more transparent and more controllable.

Starting point

  • D365 F&O as the new finance system, OASE still in use as the operational system
  • Business-critical bidirectional interfaces
  • Stability problems after go-live
  • A lack of transparency over interface servers and data transfers
  • A need for operational control for the finance team
  • Interfaces partly based on older technical structures

Solution

  • Analysis of the existing interface landscape
  • Development of a monitoring concept
  • Monitoring solution with Grafana and Apache NiFi
  • Monitoring of interface servers and data flows
  • Visibility of successful and failed data transfers
  • Reconciliation and control mechanisms for relevant financial data
  • Advice on stabilising and developing the technical stack

Result

  • Better transparency over business-critical interfaces
  • Earlier detection of errors and outages
  • More control for the finance team
  • More stable data flows between D365 F&O and OASE
  • Reduced operational risk after go-live
  • A foundation for structured interface and operations monitoring

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