Ods-bi in the construction of ETL to occupy 1/3 of the time, deep feelings. The modeling of BI, from the physical data layer, the logical data layer, the business logic layer at all levels, there are many automated tools to handle.However, the process in ETL must be designed according to the performance. Summarize the next few parts.1. Data source/Data target managementTo determine the table, file, or restf
The main indexes of this article series are as follows:First, ETL sharp weapon Kettle Practical Application Analysis Series one "Kettle Use introduction"Second, ETL sharp weapon Kettle Practical Application Analysis Series two "application Scenarios and actual combat demo Download"Three, ETL sharp weapon Kettle Practical Application Analysis Series three "
I think many people have talked about the ETL process. Recently, I have been comparing SSIs, owb, and infomatica. Combined with previous projects, I have deepened my understanding and understanding of the ETL process.In fact, these three tools have their own advantages and disadvantages, except for the application platform. Today, I would like to share my experience in terms of expansion and maintenance.
1:
Lesson 1st: create a simple ETL package, create a package for extracting data from a single flat file source, and then convert the data using the search conversion function, finally, load the data to the factcurrency fact data table of the adventureworksdw sample database.
However, a single flat file is rarely used in the extract, transform, and load (ETL) process. A typical
ETLIs the abbreviation of extract-transform-load. It is used to describe the process from the source end to extract (extract), transpose (Transform), load (load) to the target end.ETLThe term is commonly used in data warehouses, but its objects are not limited to data warehouses.
Directory[Hide]
1 ETL and ELT
2 tools
3. See
4. External Connection
[Edit] ETL and
ETL is a process of extracting, cleaning, and transforming data from a business system and loading it into a data warehouse. It aims to integrate scattered, disorderly, and standardized data in an enterprise, providing analysis basis for enterprise decision-makingETLYesBiThe most important part of a project, usuallyETLIt takes 1/3 of the total project time,ETLThe quality of the design depends on the success or failure of the Bi project.ETLIt is also a
Microsoft integration services is a platform that can generate high-performance data integration solutions, including extracting, transforming, and loading (ETL) packages for data warehouses.
Integration Services includes graphical tools and wizard used to generate and adjust packages; tasks used to execute workflow functions (such as FTP operations), execute SQL statements, and send emails; the data sources and targets used to extract and load data.
For everything, supervision is an effective way to improve itself, as is BI. In my personal experience, BI supervision can be divided into two types (Welcome to the discussion ):Runtime supervision(Runtime Monitoring)AndMonitoring of data warehouse health status(DW Healthy Monitoring):1. Runtime supervisionThe so-called runtime supervision refers to the process of monitoring data from the data source to the data warehouse. In general, it is to supervise the
decision-makers should be able to manipulate the data of the enterprise flexibly, observe the state of the enterprise from many aspects and multi-angle, and understand the change of the enterprise in multi-dimensional form. Using OLAP tools, we can make a connection between the dimension table and the fact table, and then do the aggregation operation to save the cube to achieve the objective of multi-angle analysis.Front-end display tools: Front-End display tool is to assist users to multi-angl
connectors out of the box! One of the major benefits for DataDirect customers are so you can now easily build an ETL pipeline using Kafka leveraging Your datadirect JDBC drivers. Now your can easily connect and get the data from your data sources into Kafka and export the data from there to another DA Ta source. Image from https://kafka.apache.org/Environment Setup Before proceeding any further with this tutorial, make sure so you have installed the
This document describes the ETL testing process and general project conditions to describe the ETL testing method.
ETL test Flowchart
Test phase
1,Requirement Analysis
Familiar with business processes and business rules, analyze the ing relationship between the source table and the target table as required, and parse the business data flow diagram:
1,Test Ana
These years, almost all work with ETL, have been exposed to a variety of ETL tools. These tools are now organized to share with you.
An ETL Tool
Foreign
1. DataStage
Reviews: The most professional ETL tools, expensive, the use of the general difficulty
Download Address: Ftp://ftp.seu.edu.cn/Pub/Develop ... tastag
operating system.There are many versions of Linux, and I chose to develop my personal BI system based on this stable version:Red Hat Enterprise Linux Server release 6.4 (Santiago)
3. Bi System host InformationTo do this, after selecting the operating system, come down to install the server. I chose a VMware virtual machine to install the Linux server. Here, the installation of VMware virtual machines has a lot of relevant articles on the network, I will not repeat. Interested partners can
ETL is responsible for the scattered, heterogeneous data sources such as relational data, flat data files, such as the extraction of the temporary middle layer after the cleaning, transformation, integration, and finally loaded into the data warehouse or data mart, as the basis for online analysis processing, data mining. The term ETL often appears in the Data warehouse, but its object is not confined to th
During the three-day holiday on May Day, some ETL logic problems occurred, resulting in the daily incremental data to be loaded into DW is not loaded as designed. Therefore, you need to check the generated incremental data after ETL to avoid the problem of passive processing when the incremental data is lost one day.
Requirement: if there is a problem with the incremental data of
What does the ETL data conversion system bring to customers?With the development of society and computer technology, people began to reprocess the data in the original database to form a comprehensive and analysis-oriented environment to support the emergence of scientific decision-making. As a result, the ideas, technologies, and products of data warehouses are gradually formed. The purpose of building a data warehouse is to establish a systematic da
ETL is the abbreviation of "extract", "transform", and "LOAD", that is, "extraction", "Conversion", and "loading ", however, we often call it Data Extraction for short.
ETL is the core and soul of Bi/DW (Business Intelligence/data warehouse). It integrates and improves the value of data according to unified rules, it is responsible for the process of converting data from the data source to the target data w
There are four data ETL modes based on the model design and source data:
Completely refresh, image increment, event increment, Image Comparison
There are four data ETL modes based on the model design and source data:
Completely refresh: Only the latest data is included in the data warehouse data table,The original data is deleted for each load, and the latest source data is fully loaded.. In this mode,
ETL 4: SQL server integration services
SSIS is Microsoft's upgrade to DTS on SQL server2005. It has to be said that Microsoft has spent a lot of effort on Bi, including providing multiple tools such as SSIs, SSAs, and SSRs, from creating a data warehouse to extracting data from metadata, to creating dimensions and mining structures, mining models, training, report model design, report design, and publishing, It is very convenient and powerful. Start
pushes the data from the data source. If the data source is protected and is forbidden, you can only use the data source to push the data.The following table summarizes the source data tables and their extraction modes used by the dimension and fact tables in this example.
Time stamp Mode
Snapshot mode
Trigger mode
Log mode
Ability to differentiate inserts/updates
Whether
Is
Is
Is
Multiple updates detected during
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