There
are many third-party vendors offering ETL solutions, but two of the most
popular are PowerCenter Informatica and Microsoft SSIS (SQL Server Integration
Services). Each technology has its advantages but there are also similarities
on how they carry out the extract-transform-load processes and only differ in
terminologies.
If
you’re in the process of choosing ETL tools and PowerCenter Informatica and
Microsoft SSIS made it to your shortlist, here is a short comparative discussion
detailing the differences between the two, as well as their benefits.
Package Configuration
Most
enterprise data integration projects would require the capacity to develop a
solution in one platform and test and deploy it in a separate environment
without having to manually change the established workflow. In order to achieve
this seamless movement between two environments, your ETL technology should allow
the dynamic update of the project’s properties using the content or a parameter
file or configuration.
Both
Informatica and SSIS support this functionality using different methodologies.
In Informatica, every session can have more than one source and one or more
destination connections. There are different kinds of connections the primary
being relational connections. Every session can be set up dynamically by
changing parameters contained in a parameter file.
The
same thing can be achieved in SSIS via Configurations. Using the SSIS
Configuration Wizard, configuration data is saved in XML files. Unlike
Informatica wherein there can be multiple connections, SSIS only allows a
single defined connection that can be applied across all tasks in a package.
In
short, Informatica parameters are defined at the session level while SSIS
configurations are set at the package level.
Data Staging
When
you use SSIS, you will use the Connection Manager to generate a connection
defining the physical location of the file. Multiple files that need to be
loaded from multiple connections would require multiple connections. All
information set in the connection manager can be incorporated in the
Configuration File and can be dynamically updated during run-time.
On
the other hand, if you’re using Informatica, you will use the Workflow Manager
tool to assign a location to each file. Every task that needs to access that
file can be configured with the location and name of that specific file.
Value Extraction
One of the main functions of ETL tools is being able to extract meaning from the information that is currently being ran or to supplement that information with extra information obtained from the current information in the data processing pipeline.
Both SSIS and Informatica have this functionality through the use of derived columns or the capacity to draw new information from existing data. Informatica does this via its expression transformation component while Microsoft SSIS does this via the Derived Column transformation.
The
logic used to complete both operations is the same and the syntax involved is
also identical. The difference between the two technologies lies in the
expression language utilized to obtain the new data and the notation style
involved. Informatica uses Character, Conversion, Data, Numerical, Scientific,
Special and Test. On the other hand, SSIS uses Mathematical, String, Date/Time,
NULL, Type Casts and Operators.
Sorting
Simply
defined, sorting is having the ability to sort information into a chronological
data set. While the order of the information may appear to be immaterial for
loading into a relational data warehouse or database, it may matter for the
other tasks later on in the transformation process.
The
difference on how SSIS and Informatica carry out this functionality cannot be subtler.
Informatica’s Sorter and SSIS’ Sort can both chronologically organize data and
eliminate duplicate data. In SSIS, de-duplication can be done by setting the eliminate
duplicates option to TRUE. For Informatica, this can be done by selecting the distinct
option.
Detection of Data
Quality Issues
Similar
to all data integration solutions, ETL technologies can be susceptible to data
quality problems. Fortunately for users of Microsoft SSIS, it allows for the
creation of checkpoints within the data transformation process that can reveal
and repair data quality problems. SSIS has a feature called Fuzzy Lookup
transform that pairs incoming “dirty” information – unexpected abbreviations,
null fields, inserted or missing tokens, truncations, misspellings and other
data abnormalities – with clean records contained in a reference table. There
is also the Fuzzy Grouping tool that finds similarities among input rows and unites
duplicate data.
Unfortunately,
Informatica does not have the same functionality out of the box. If you want to
recreate this capability in Informatica, it would require human intervention to
make a mapping table that contains every referrer value that came across the
input stream and their equivalent mapping values.
However,
take note that even if you’re using SSIS, you may still need to manually
intervene to detect and repair data quality issues. Even the most advanced
algorithm may miss something so you still need to manually check for the
accuracy and integrity of your data.
Modularity
Modularity
is concerned with the manner in which the work units that make up an end-to-end
ETL solution are created and reused.
There’s
a slight difference between PowerCenter Informatica and Microsoft SSIS on how
they build modular data integration and ETL solutions.
Informatica
involves a bottom-up framework to ETL implementation by permitting a library of
components – mappings, mapplets, transformations, targets, and sources – that
can be employed across numerous worklets in the solution. A worklet is composed
of a sequence of mapping instances.
On
the contrary, SSIS uses a top-down approach in wherein a general sequence of
tasks is defined before setting the specifics on how these tasks are going to
be carried out. Reusability of ETL components is achieved by creating libraries
of packages which can then be implemented together with a master package. A
package is the counterpart of Informatica’s worklet.
Tracking Changes in
Slowly Changing Dimensions
Slowly
changing dimensions address the issue of capturing and documenting a history of
modifications or changes to entities within a database that are not reflected
in a System of Record for that particular data. A common example of slowly
changing dimensions is an item moving to another product category in a
department store. This will modify the said product’s category attribute but
its SKU will remain unchanged.
Informatica
and SSIS both have the functionality to track these changes with very similar
features. Informatica is equipped with a “slowly changing dimension wizard”
that will allow you to create the sources, transformations, ports and
destinations that are pertinent to accommodate these slowly changing
requirements. SSIS also comes with a slowly changing dimension wizard that
works similarly. Aside from the ability to keep track of slowly changing
attributes, it can also recognize changes to attributes that are not supposed
to change. These are known as fixed attributes. You have the option to enable
the wizard to raise an error warning accordingly when this happens.
Dimension Loading
In
terms of dimension loading, a surrogate key is necessary. As a substitute to a
natural key, a surrogate key is where every join between fact tables and
dimension tables are based.
Informatica and SSIS have varying ways on how they generate surrogate keys.
Out
of the box, Informatica PowerCenter comes with a component dubbed as Sequence
transformation that has the capacity to create a surrogate key. It produces an incremental
value for every row in the pipeline which can then be incorporate into a
destination table via a surrogate key column.
SSIS
does not have a Sequence transformation component. Instead, it uses its Script
transform component to generate surrogate keys.
Fact Table Loading
Populating
fact tables usually involved two processes: (1) aggregating the data to the
needed granularity and (2) retrieval of dimensional surrogate keys.
Informatica
PowerCenter carries out these operations via a transformation dubbed as
“Aggregator.” This component cuts across groupings of values from chosen input
columns. SSIS has the same capability through the component called “Aggregate.”
The slight difference between the two is that SSIS only has the most used
functions such as Minimum and Maximum, Average, Count Distinct, Count and Sum.
Informatica has all these and other extra capabilities such as Variance,
Standard Deviation, Percentile, Median, First and Last.
Which ETL Technology
is Right for Your Business?
There
are other aspects that illustrate the difference between Informatica
PowerCenter and Microsoft SSIS such as Design Time Debugging, Collaborative
Development, Security, Integration with Packaged Applications, and Web Services
& Service Oriented Architecture. However, the things discussed above cover
the basic concepts in ETL technology.
As
businesses encounter bigger challenges to synergize data from a constantly
increasing number of different systems, your choice of an ETL solution to fit
your needs is more crucial than ever.
As
for the choice between Informatica PowerCenter and Microsoft SSIS, many
analysts consider Informatica as the leader in ETL technology while reputable
research firm Forrester firm once called SSIS’ price-to-performance ration
“downright seductive.”
However,
proclaiming a winner in this battle between two ETL technology giants would
greatly depend on your business requirements. Of course, there are pricing
differences between the two technologies and notable difference in their
features, capabilities and differences as well as their level of usability. It’s
for you to analyze which technology is the perfect fit.
Some of this blog is obsolete with version 2012 of SSIS. Configuration files are deprecated and no longer fully supported - which is massive. They were a big pain and eliminated with the new job and package parameters.
ReplyDeleteHello Will,
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DeleteAmaze! I have been looking bing for hours because of this and i also in the end think it is in this article! Maybe I recommend you something helps me all the time?
Looking for a template (Excel is best) to document all the IDQ rules. The intention is that this template will be passed to the data owners to share the rules with development team in a detailed way. Look for what all attributes are must to gather.
Awesome! Thanks for putting this all in one place. Very useful!
Kind Regards,
Charles
Hello Will,
DeleteThanks for the timely post, at least for me. I have encore time wondered about the transition, but somehow did not dare, because the information I came across very controversial.
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LAST_UPDATE_DATE is one key field that you can use. Although it can also be done by comparing multiple/all columns but for better performance you can enable delta detection for a specific column like LAST_UPDATE_DATE. You just have to ensure that you also update the LAST_UPDATE_DATE whenever you send an updated record.
Once again thanks for your tutorial.
Regards,
Kevin
Hi Will,
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A plain-text description of the exact rule would have helped; this way I can only guess that you mean the following:
You must select and configure the appropriate Data Quality transformations and build, debug and execute Data Quality mappings including integrating those mappings into Power Center if needed Informatica IDQ training USA.
⦁ If the input is a number, then forward the number in port A; port B will be set to NULL.
⦁ If the input is a number followed by only one alphabet character, then forward the number in port A and set port B to the alphabet character.
⦁ In all other cases set port A to NULL and port B to the input value.
If my understanding is correct, I would proceed like this:
I read multiple articles and watched many videos about how to use this tool - and was still confused! Your instructions were easy to understand and made the process simple.
Thank you,
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Thanks for sharing this information. I would like to say:
ReplyDeleteThe ‘ETL’ shortcut comes from 'Extract, transform, and load' – the words that describe the idea of the system. The ETL tools were created to improve and facilitate data warehousing.
The Etl process consists of the following steps:
Initiation
Build reference data
Extract from sources
Validate
Transform
Load into stages tables
Audit reports
Publish
Archive
Clean up
Sometimes those steps are supervised and performed indirectly but its very time-consuming and may be not so accurate.
The purpose of using ETL Tools is to save the time and make the whole process more reliable.
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ReplyDeletenformatica PowerCenter is a more powerful and robust tool than SSIS and most of the competing ETL tools on the market, 97% of Fortune 100 use Informatica PowerCenter in their business intelligence services and data warehouse teams. Our organization offers, Informatica Consulting, Informatica training and support for large companies in the US, UK, Scandinavia and Europe. Our business intelligence services are offered both onsite or via a licensed virtual environment. For more information, contact us sales@existbi.com or website is: www.existbi.com. Best regards, Big Data Consulting Director, Max T. Russ
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Let's keep our fingers crossed that this works . I would like to put this all to rest.
I have a requirement where I have to check for a Control file when the workflow is executed. If the control file is present then run the session. If not wait for 30 minutes. Check again after 30 mins. If still the control file is missing then abort the workflow. This is the order of task I have but it is not working:
Start - Event wait(Pre defined with the path and file name) - Decision task($Decision_ControlFile.Condition = FALSE) - session
(Parallel flow) -Start - Timer(30 mins) - Decision task($Decision_ControlFile.Condition = TRUE) - Abort
Appreciate your effort for making such useful blogs and helping the community.
Obrigado,
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Hi There,
ReplyDeleteAmaze! I have been looking bing for hours because of this and i also in the end think it is in this article! Maybe I recommend you something helps me all the time?
At present we are using PC 10.1.0 on windows 2012. We want to migrate to new environment and upgrade to 10.1.1. It is not a big change on PC side but on the windows environment we are wondering if we can set up environment with a specific configuration to run Informatica better. Apar tfrom the minimum requirements found in the Installation guide I am unable to find any documentation in KB or online. Wondering if anyone have a specific advice on this.
Our environment at present have Powercenter but we want to install Power exchange, Metadata manager after that. Any suggestions are really appreciated.
But great job man, do keep posted with the new updates.
Obrigado,
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Hi
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I am newbie to Informatica, we have a requirement to Integrate to SFDC to SQL server using PowerCenter, for this i downloaded PowerCenter express Developer edition but couldn't see any provision for Salesforce say any connectors or Adaptors.
I read Powerexchange is used to connect to SFDC and register as Salesforce objects and then plug-in needs to be installed in PCExpress then integration could happen.
If anyone could provide the document or steps for this that would be really helpful.
By the way do you have any YouTube videos, would love to watch it. I would like to connect you on LinkedIn, great to have experts like you in my connection (In case, if you don’t have any issues).
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V_BUC=((String)invokeJExpression(":lkp.LKP_JE_TABLE(X1)", new Object[] {WS_FROM_BUC}));
The above statement working fine in INPUT row tab but this statement is in middle function writen in Java Expression tab, but its not working.
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In my project I am using Javatransformation because we have many functions.
But I am not sure how to write functions in Java Transformation.So I tried below options.
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LAST_UPDATE_DATE is one key field that you can use. Although it can also be done by comparing multiple/all columns but for better performance you can enable delta detection for a specific column like LAST_UPDATE_DATE. You just have to ensure that you also update the LAST_UPDATE_DATE whenever you send an updated record.
Once again thanks for your tutorial.
Regards,
Irene Hynes
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