[Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # Unlock insights from your data AP makes it simple to load, integrate and provide insights from data. # No-code data connectors Connect all your data sources instantly and without any coding. AP no-code data connectors eliminate the hassle of manual loading and complex ETL jobs, so you can integrate and access your data in an automated, consistent and simple way. [Read more »](/connectors) # Explore data in natural text AP translates your questions in plain, everyday language into SQL data queries, giving you real-time results to complex questions, all without the technical expertise needed to write SQL or Python code. AP utilizes AI and LLMs to understand your natural text queries and automatically retrieve answers. [Read more »](/natural-text-queries) # Embed Superset dashboards in DHIS2 Leverage the power of Apache Superset visualizations directly within your DHIS2 instance. With the Super BI web app you can seamlessly embed interactive Superset dashboards and visualizations within your DHIS2 platform, creating a unified experience without the need to move or duplicate any data. [Read more »](/embedded-superset-dashboards) # Monitor data loading Maintain complete control over your data pipelines and workflows with the centralized monitoring dashboard. Effortlessly track the status of every data loading task, view logs, and configure automated alerts to get notified instantly if something goes wrong. # Create a data inventory Establish a centralized, searchable inventory of all your data assets. This comprehensive data catalog provides a unified view of data from all your systems and sources, making it easy to browse tables, view field details, and preview data, ensuring your team can quickly find and access the right information. [Read more »](/platform-overview) # Workflows Orchestrate complex, multi-step data processes with our powerful workflow builder. Create automated pipelines that handle everything from data ingestion and transformation to updating materialized views and pushing data back into operational systems, ensuring your data is always up-to-date. [Read more »](/workflows) # DHIS2 to Power BI DAX Using Microsoft Power BI with DHIS2 data is popular, though recreating DHIS2 indicator calculations is often a challenge. AP lets you instantly convert DHIS2 indicator expressions to [DAX](https://learn.microsoft.com/en-us/dax/) expressions for Power BI. [Read more »](/dhis2-indicators-power-bi-dax) # Integrated R scripting AP offers an integrated scripting experience for the R language, allowing data scientists to create advanced data transformations and statistical computations, and schedule scripts as part of complex data workflows. [Read more »](/r-scripting) # Deploy anywhere Whether you prefer the scalability of the cloud, with support for AWS, Azure and GCP, or the control of an on-premise server environment, AP is designed to meet your infrastructure needs. For a completely managed solution you can take advantage the managed SaaS offering from BAO Systems. # Protect your secrets Safeguard sensitive information such as passwords and API tokens with the AP variable management system. Store secrets safely while allowing easy access from data pipelines and workflows, ensuring credentials are never exposed in plain text. # Connect any BI tool Maintain the freedom to use your preferred business intelligence tools. Connect your favorite BI tools like Power BI and Tableau directly to your data in AP, and use our firewall management to grant specific users direct data access, empowering your team with the tools they already know and love. # Data warehouse flexibility AP is integrated with a variety of data warehouse providers. # Advanced, real-time analytics for DHIS2 AP lets you do advanced analytics on data, events and tracked entities from DHIS2 in real time. Create cross-program, tracked entity relationship and cohort analytics, have it load almost instantly, all while preserving access control. # Integrated Python scripting AP provides an integrated coding environment for the Python scripting language, empowering users to do predictive modeling, machine learning and orchestrate custom code execution within automated workflows. [Read more »](/python-scripting) # Conversational analytics for DHIS2 With the Convo app for DHIS2 you can chat with your data in natural text and get the insights you need, when you need it. Visualizations, interpretations and dashboards are generated on-demand with AI. [Read more »](/conversational-analytics) # CSV file upload AP lets you upload your data files in CSV and Parquet format and instantly make data available for analytics, allowing everyone to collaborate and share the same view while removing the need for manual work. [Read more »](/csv-file-upload) ![Natural text data science](/assets/images/natural-text-data-science-small.png) # Natural text data science Turn your ideas instantly into execution without having to be a coding expert. Describe what you want to achieve in plain language, and let the AI-powered editor in AP write the Python script for you. [Read more »](/natural-text-data-science) # Data quality notifications Create rigorous data quality checks to detect outliers and inconsistencies and guard against invalid data. Get instantly notified about issues as they arise, enabling you to take timely action and avoid making decisions on bad data. [Read more »](/notifications) ![Data quality notification flow](/assets/images/data-quality-notification-flow-small.png) # Looks interesting? Our team of experts is available to give you a demo and discuss how to meet your needs. [Contact us](/contact) ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # No-code connectors AP provides connectors to the most popular information systems in international development, allowing you to load data effortlessly and make it ready for analysis without writing custom code. # Azure Blob Storage The Azure Blob Storage connector extracts data from CSV and Parquet data files from Blob storage containers, automatically detects columns and data types and loads the data in the AP data warehouse, represented in an easy-to-navigate schema. # BHIMA The BHIMA connector extracts key information including depot, inventory, stock, lot, requisition, usage and satisfaction data, and loads the data in the AP data warehouse, represented in an easy-to-navigate schema. # CommCare The CommCare connector extracts key information including survey forms and case data, loads the data in the AP data warehouse, and creates views optimized for analytics, represented in an easy-to-navigate schema. # CSV file upload The CSV file upload connector allows you to upload your data files in CSV format, and automatically detects columns and data types and loads the data in the AP data warehouse, represented in an easy-to-navigate schema. # DHIS2 The DHIS2 connector extracts metadata, aggregate data, events and tracked entities from DHIS2, loads the data in the AP data warehouse, represented in an easy-to-navigate schema with wide analytics tables optimized for analytics. # FHIR The FHIR connector extracts FHIR resources including code system, encounter, location, medication, observation, organization, patient, person, practioner and questionnaire, and makes the information available for analytics. # Global Health Observatory The GHO connector allows you to specify indicators and load global health data from the GHO public data portal, including indicators, dimensions and dimension values, represented in an easy-to-navigate schema. # Google Sheets The Google Sheets connector allows you to specify ranges for header and data, detects columns and data types and loads the data in the AP data warehouse, represented in an easy-to-navigate schema. # iHRIS The iHRIS connector extracts key human resouce information including staff employment records, references and facts, and loads the data in the AP data warehouse, represented in an easy-to-navigate schema. # Kobo Toolbox The Kobo Toolbox connector extracts survey data, detects data type for each survey field and loads the data in the AP data warehouse, represented in an easy-to-navigate schema, with one table per survey. # MS SQL Server The MS SQL Server connector allows you to automatically replicate entire tables, or select data with a SQL query, and have AP load the data in the AP data warehouse, ensuring data is consistent and always up to date. # MySQL The MySQL connector allows you to automatically replicate entire tables, or select data with a SQL query, and have AP load the data in the AP data warehouse, ensuring data is consistent and always up to date. # ODK The ODK connector extracts survey data, detects data type for each survey field and loads the data in the AP data warehouse, represented in an easy-to-navigate schema, with one table per survey. # Ona The Ona connector extracts survey and form data, detects data type for each survey field and loads the data in the AP data warehouse, represented in an easy-to-navigate schema, with one table per survey. # Oracle The Oracle connector allows you to automatically replicate entire tables, or select data with a SQL query, and have AP load the data in the AP data warehouse, ensuring data is consistent and always up to date. # Parquet file upload The Parquet file upload connector allows you to upload your data files in Parquet format, and automatically detects columns and data types and loads the data in the AP data warehouse, represented in an easy-to-navigate schema. # PostgreSQL The PostgreSQL connector allows you to automatically replicate entire tables, or select data with a SQL query, and have AP load the data in the AP data warehouse, ensuring data is consistent and always up to date. # Public dataset The public dataset connector allows you to effortlessly integrate data from a library of curated public datasets, and have AP load the data in the AP data warehouse, ensuring the data is consistent and always up to date. # Amazon Redshift The Amazon Redshift connector allows you to automatically replicate entire tables, or select data with a SQL query, and have AP load the data in the AP data warehouse, ensuring data is consistent and always up to date. # Amazon S3 The Amazon S3 connector extracts data from CSV and Parquet data files from S3 buckets, automatically detects columns and data types and loads the data in the AP data warehouse, represented in an easy-to-navigate schema. # Talamus The Talamus connector extracts aggregate data from patient records in a secure way, including data element, facility and disaggregation, and loads the data in the AP data warehouse, represented in an easy-to-navigate schema. # UNICEF Data The UNICEF Data connector allows you to ingest global data on children and women from the UNICEF data portal, based on the SDMX standard including data flows, dimensions and indicator data, represented in an easy-to-navigate schema. # World Bank Open Data The World Bank Open Data connector allows you to ingest global development data from the World Bank Open Data portal for selected indicators, including indicator metadata and data, represented in an easy-to-navigate schema. ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # Insights on demand Chat with your data in natural text and get the insights you need, when you need it. Powered by AI. Your browser does not support the video tag. # Conversational analytics for DHIS2 With the Convo app for DHIS2, you can ask questions about your data in natural language and have visualizations, tables and interpretations be created automatically using AI. ![Convo dual-axis bar chart](/assets/images/convo-dual-axis-bar-chart.png) # Intelligent visualizations Visualizations are automatically designed, using line charts for time series data, bar charts for organisational unit comparison, sunburst and pie charts for categorical data and gauge charts for percentage-based indicators. # Data intepretations created with AI With the Convo app, data interpretations are provided automatically, helping users to make sense of their data and take action. # On-demand dashboards Information systems tend to get overloaded with dashboards, making it challenging for users to find the data they need. With conversational analytics and the Convo app, visualizations can be created instantly based on natural text questions, allowing users to get the data they need, when they need it. ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # Centralized inventory of all your data assets Create a comprehensive data catalog with a unified view across all your systems and sources, making it easy to manage and explore your data. AP lets you ingest and merge, in real time, data from multiple and varied data sources together in a scalable data warehouse. The AP is designed with easy-to-use connectors for platforms, systems and tools commonly used by governments and development organizations supporting them. # Integrated data repository AP follows the ELT approach for data loading and integration. Data pipelines are responsible for retrieving data of interest from source systems and loading it into the platform. From there, data can be mapped, transformed and aggregated using materialized **SQL views**, **R scripts** and **Python** scripts. ![Integrated data repository](/assets/images/integrated-data-repository.png) # Bring your own analytics tools AP makes it easy to consume from a variety of BI and data visualization tools. **Apache Superset** is the default data exploration tool. Users can easily connect the cloud and desktop versions of BI tools including **Power BI** and **Tableau**. Dashboards can be embedded within DHIS2 with the **Super BI** web app. ![Superset dashboard](/assets/images/superset-immunization-dashboard.png) # Key platform features **Data ingest and integration:** The platform provides no-code connectors to systems, databases and tools commonly used in the international development sector, allowing for near real-time data loading. **Data transformation:** Data can be transformed and enriched using SQL views, Python scripts and R scripts upon ingestion. Furthermore, data sets can be parsed and joined to create unique data views for enhanched analysis. **Natural text queries:** Users can ask data questions in natural text and have AP convert to SQL queries for informational retrieval, allowing non-technical users to ask complex questions and analyze and retrieve data. **R and Python:** Users can develop R and Python scripts with the web-based, integrated scripting editor and execution compute, allowing for statistical calculations, data modelling, data science and machine learning. **Data warehousing:** Data is organized and stored in a scalable cloud-based warehouse. AP integrates with ClickHouse, PostgreSQL, SQL Server, Amazon Redshift, Azure SQL Database and Anzure Synapse. **Import of public data sets:** The platform offers easy import of publicly accessible data sets. A range of datasets exist within the library, including from the UN, WHO Global Health Observatory and World Bank. **User management:** Users and user groups can be created and managed. AP offers a fine-grained access control and security model, where each access to each individual object can be granted to users and user groups. **Monitoring, logging and alerts:** The platform provides monitoring and logging for data pipelines and workflows, and alerts on failures so that issues can be immediately detected and corrected. **Workflow mananagement:** Users can orchestrate complex, multi-step data processes with a powerful workflow builder, handling data loading, transformation with SQL, R and Python, pushing data to destination systems. **Analytics and BI tool integration:** The platform supports most leading analytics and business intelligence tools, including Power BI, Tableau, and Superset, to create customized visualizations and dashboards. **Embedded visualization:** Data visualization and dashboards can be embedded in popular systems including DHIS2 using the Super BI web app, allowing visualizations to be consumed with existing user accounts. **Security:** Data is encrypted during transit and at rest in the data warehouse. AP offers firewall management for BI tool connections. The managed service from BAO Systems includes web application firewall (WAF) and application scanning. ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # Complex workflow management Orchestrate complex, multi-step data processes with our powerful workflow builder, ensuring your data is always up-to-date. # Automated workflows Workflows allow you to orchestrate and automate data loading from a variety of data systems and sources, data transformations using SQL, Python and R, and pushing data to operational systems and data portals. ![Workflow high-level overview](/assets/images/workflow-script-transformation.png) # Job orchestration With workflows, a range of jobs can be scheduled and automated, including loading data with data pipelines, refreshing of materialized views, executing Python and R scripts, running data quality checks and pushing data to destination. # Parallel job processing Workflows contain steps, each acting as a container for individual jobs. Within a step, jobs can be orchestrated sequentially or in parallel to maximize efficiency and reduce processing time. ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # DHIS2 indicators to Power BI DAX Instantly convert DHIS2 indicator expressions to Microsoft Power BI DAX measures, eliminating complex and cumbersome manual work. # Convert DHIS2 indicators From the indicators tab in the DHIS2 data pipeline overview, every indicator in the DHIS2 system is displayed. After selecting an indicator, the indicator expression is automatically converted to a Microsoft Power BI [DAX](https://learn.microsoft.com/en-us/dax/) expression. ![DHIS2 indicator DAX converter](/assets/images/dhis2-dax-indicator-converter.png) # Create DAX measures in Power BI After loading data with the DHIS2 data pipeline and creating a semantic model in Power BI, you can instantly create new measures by simply copying the generated DAX expression from AP and pasting it directly into Power BI. ![Power BI DAX data model](/assets/images/dhis2-dax-power-bi-data-model.png) # Create Power BI dashboards In the Power BI report designer, new measures can be easily added to visualizations. In the example below, the measure is used on the Y-axis of a column chart grouped by region and year. # Compare with DHIS2 dashboards In DHIS2, a similar set of visualizations can be created to verify consistency of the calculations. In the DHIS2 dashboard example below, the numbers can be seen to match up with Power BI. ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # Integrated Python scripting The Python scripting environment enables data analysts and scientists to deploy integrated, complex data models and analytical workflows. AP provides a web-based editor for Python scripting with syntax highlighting and code completion, direct connection to the data warehouse and a console for script output, making it straightforward to access data and write scripts. # Automate complex transformations Include Python scripts as jobs in data workflows, in combination with data pipelines, SQL transformations and destinations. Create flexible, complex orchestrated data movement and transformation. ![Workflow script transformation](/assets/images/workflow-script-transformation.png) ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # Integrated R scripting The integrated R scripting environment empowers data scientists to perform sophisticated statistical computations with ease. AP provides a web-based editor for R scripting with syntax highlighting and code completion, direct connection to the data warehouse and a console for script output, making it straightforward to access data and write scripts. # Automate complex transformations Include R scripts as jobs in data workflows, in combination with data pipelines, SQL transformations and destinations. Create flexible, complex orchestrated data movement and transformation. ![Workflow script transformation](/assets/images/workflow-script-transformation.png) ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # From ideas to data science with natural text and AI Perform advanced data science in Python using natural text. Your browser does not support the video tag. Turn your ideas instantly into execution without having to be a coding expert. Describe what you want to achieve in plain language, and let the AI-powered editor in AP write the Python script for you. # Outlier detection The script editor lets you specify a natural text description of the outcome you want to achieve in plain text. As an example, you can ask the platform to perform outlier detection using the modified Z-score statistical algorithm. ![Outlier detection in natural text](/assets/images/script-outlier-detection-natural-text.png) Once the script is generated it can be inserted into the query area and executed. The script output will appear in the console area. In this example, the most significant data outliers are identified, allowing you to improve data quality by correcting the outliers which impact data the most. ![Outlier detection in Python](/assets/images/script-outlier-detection-python.png) # Light-weight data connector The conversational script editor is ideal for creating light-weight data API connectors. Simply specify which data API you would like to retrieve data from and how you want to transform the data in natural text. ![Outlier detection in natural text](/assets/images/script-data-connector-natural-text.png) The script output can be stored in a data warehouse table, allowing for combining the data with other tables, integrating it in workflows and visualizing it in data exploration tools. ![Outlier detection in Python](/assets/images/script-data-connector-python.png) # Forecasting The script editor provides access to all popular Python libraries for data science and forecasting. This means you can perform advanced data forecasting by specifying the outcome in plain language. ![Outlier detection in natural text](/assets/images/script-forecasting-natural-text.png) For example, you can dynamically retrieve population data from the World Bank data portal and ask for a prediction of the population size by country for the next 10 years using linear regression. ![Outlier detection in Python](/assets/images/script-forecasting-python.png) ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # Insights on demand Chat with your data in natural text and get the insights you need, when you need it. Powered by AI. Your browser does not support the video tag. # Conversational analytics for DHIS2 With the Convo app for DHIS2, you can ask questions about your data in natural language and have visualizations, tables and interpretations be created automatically using AI. ![Convo dual-axis bar chart](/assets/images/convo-dual-axis-bar-chart.png) # Intelligent visualizations Visualizations are automatically designed, using line charts for time series data, bar charts for organisational unit comparison, sunburst and pie charts for categorical data and gauge charts for percentage-based indicators. # Data intepretations created with AI With the Convo app, data interpretations are provided automatically, helping users to make sense of their data and take action. # On-demand dashboards Information systems tend to get overloaded with dashboards, making it challenging for users to find the data they need. With conversational analytics and the Convo app, visualizations can be created instantly based on natural text questions, allowing users to get the data they need, when they need it. ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # Instantly load CSV and Parquet data files Upload your data files in CSV and Parquet format and instantly make data available for analytics, removing the need for manual work. Your browser does not support the video tag. # Upload CSV and Parquet files CSV data files are found everywhere, often sent as email attachments and creating multiple versions of truth. AP lets you upload data files and instantly ingest it into the data warehouse, allowing everyone to collaborate and share the same view. # Automatic data type conversion When uploading a data file, AP automatically detects the data type of each column, creates a corresponding data table in the data warehouse and loads the data rows efficiently, removing the need for manual, time-consuming work. ![CSV file upload data structure](/assets/images/csv-file-upload-data-structure.png) # Integrated data view Once the data files are integested into the data warehouse, it can be viewed, queried and joined together with all of your existing data sources, allowing you to effortlessly enrich data analysis. ![CSV file upload data preview](/assets/images/csv-file-upload-data-preview.png) ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook") [Platform](/platform/)[Connectors](/connectors/)[Docs ↗](https://docs.ap.baosystems.com)[Download ↗](https://docs.ap.baosystems.com/downloads/overview/)[Contact](/contact/)[BAO Systems ↗](https://baosystems.com) # Instant data quality notifications Create rigorous data quality checks and get notified about issues. # Data quality checks and notifications Create data quality checks to detect data value outliers, spikes and dips and invalid data. Have the right people be notified about data quality issues as they arise. Schedule data quality checks to run as part of workflows. AP provides detailed notification messages, enabling you to take timely action. ![Data quality notification flow](/assets/images/data-quality-notification-flow.png) # Notification messages Notification messages will be sent by email, and allow for fully customizable content. Each data quality check is displayed with a title, description and a summary table, providing immediate insight into data quality issues. ![Notification email message](/assets/images/notification_email_message.png) ©2025 BAO Systems [baosystems.com](https://baosystems.com) - [](https://bitbucket.org/baosystems/analytics-platform-site "Bitbucket") - [](https://www.linkedin.com/company/bao-systems "LinkedIn") - [](https://www.facebook.com/BAOSystems "Facebook")