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Hitachi Vantara Lumada and Pentaho Documentation

Transformation Step Reference

Steps extend and expand the functionality of PDI transformations. This page contains the list of supported steps.

Steps: A - F

Name Category  Description
Abort Flow Abort a transformation.
Add a checksum Transform Add a checksum column for each input row.
Add constants Transform Add one or more constants to the input rows.
Add sequence Transform Get the next value from an sequence.
Add value fields changing sequence Transform

Add sequence depending of fields value change. Each time value of at least one field change, PDI will reset sequence.

Add XML Transform Encode several fields into an XML fragment.
Analytic Query Statistics Execute analytic queries over a sorted dataset (LEAD/LAG/FIRST/LAST).
Append streams Flow Append two streams in an ordered way.
ARFF Output Data Mining Write data in ARFF format to a file.
Automatic Documentation Output Output

Generate documentation automatically based on input in the form of a list of transformations and jobs.

Avro Input Big Data

Decode binary or JSON Avro data and extracts fields from the structure it defines, either from flat files or incoming fields.

Avro Output Big Data Serialize data into Avro binary or JSON format from the PDI data stream, then writes it to file.
Block this step until steps finish Flow Block this step until selected steps finish.
Blocking Step Flow

Block flow until all incoming rows have been processed. Subsequent steps only recieve the last input row to this step.

Calculator Transform Create new fields by performing simple calculations.
Call DB Procedure Lookup Get back information by calling a database procedure.
Call Endpoint Pentaho Server  Call API endpoints from the Pentaho Server within a PDI transformation.
Cassandra Input Big Data Read from a Cassandra column family.
Cassandra Output Big Data Write to a Cassandra column family.
Change file encoding Utility Change file encoding and create a new file.
Check if a column exists Lookup Check if a column exists in a table on a specified connection.
Check if file is locked Lookup Check if a file is locked by another process.
Check if webservice is available Lookup Check if a webservice is available.
Clone row Utility Clone a row as many times as needed.
Closure Generator Transform Generate a closure table using parent-child relationships.
Combination lookup/update Data Warehouse

Update a junk dimension in a data warehouse. Alternatively, look up information in this dimension. The primary key of a junk dimension are all the fields.

Concat Fields Transform

Concatenate multiple fields into one target field. The fields can be separated by a separator and the enclosure logic is completely compatible with the Text File Output step.

Copy rows to result Job

Write rows to the executing job. The information will then be passed to the next entry in this job.

CouchDB Input Big Data

Retrieve all documents from a given view in a given design document from a given database.

Credit card validator Validation

Determines: (1) if a credit card number is valid (uses LUHN10 (MOD-10) algorithm) (2) which credit card vendor handles that number (VISA, MasterCard, Diners Club, EnRoute, American Express (AMEX),...).

CSV file input Input Read from a simple CSV file input.
Data Grid Input Enter rows of static data in a grid, usually for testing, reference or demo purpose.
Data Validator Validation Validates passing data based on a set of rules.
Database join Lookup Execute a database query using stream values as parameters.
Database lookup Lookup Look up values in a database using field values.
De-serialize from file Input Read rows of data from a data cube.
Delay row Utility Output each input row after a delay.
Delete Output Delete data in a database table based upon keys.
Detect empty stream Flow

Output one empty row if input stream is empty (ie when input stream does not contain any row).

Dimension lookup/update Data Warehouse

Update a slowly changing dimension in a data warehouse. Alternatively, look up information in this dimension.

Dummy (do nothing) Flow

Does not do anything. It is useful however when testing things or in certain situations where you want to split streams.

Dynamic SQL row Lookup

Execute dynamic SQL statement build in a previous field.

Edi to XML Utility

Convert an Edifact message to XML to simplify data extraction (Available in PDI 4.4, already present in CI trunk builds).

ElasticSearch Bulk Insert Bulk loading

Perform bulk inserts into ElasticSearch.

Email messages input Input

Read POP3/IMAP server and retrieve messages.

ESRI Shapefile Reader Input

Read shape file data from an ESRI shape file and linked DBF file.

ETL Metadata Injection Flow

Inject metadata into an existing transformation prior to execution. This allows for the creation of dynamic and highly flexible data integration solutions.

Example plugin Transform

Is an example of a plugin test step.

Execute a process Utility

Execute a process and return the result.

Execute row SQL script Scripting Execute SQL script extracted from a field created in a previous step.
Execute SQL script Scripting Execute an SQL script, optionally parameterized using input rows.
File exists Lookup Check if a file exists.
Filter Rows Flow Filter rows using simple equations.
Fixed file input Input Read from a fixed file input.
Formula Scripting Calculate a formula using Pentaho's libformula.
Fuzzy match Lookup

Find the approximate matches to a string using matching algorithms. Read a field from a main stream and output approximative value from lookup stream.


Steps: G - L

Name Category  Description
Generate random credit card numbers Input

Generate random valide (luhn check) credit card numbers.

Generate random value Input

Generate random value.

Generate Rows Input

Generate a number of empty or equal rows.

Get data from XML Input

Get data from XML file by using XPath. This step also allows you to parse XML defined in a previous field.

Get File Names Input

Get file names from the operating system and send them to the next step.

Get files from result Job

Read filenames used or generated in a previous entry in a job.

Get Files Rows Count Input

Get files rows count.

Get ID from slave server Transform

Retrieve unique IDs in blocks from a slave server. The referenced sequence needs to be configured on the slave server in the XML configuration file.

Get records from stream Streaming

Return records that were previously generated by another transformation in a job. 

Get repository names Input

List detailed information about transformations and/or jobs in a repository.

Get rows from result Job

Read rows from a previous entry in a job.

Get Session Variables Pentaho Server 

Retrieve the value of a session variable.

Get SubFolder names Input

Read a parent folder and return all subfolders.

Get System Info Input

Get information from the system like system date, arguments, etc.

Get table names Input

Get table names from database connection and send them to the next step.

Get Variables Job

Determine the values of certain (environment or Kettle) variables and put them in field values.

Google Analytics Input

Fetch data from google analytics account.

[Greenplum Bulk Loader] Deprecated

Bulk load Greenplum data.

Greenplum Load Bulk loading 

Bulk load Greenplum data. 

Group by Statistics

Build aggregates in a group by fashion. This works only on a sorted input. If the input is not sorted, only double consecutive rows are handled correctly.

GZIP CSV Input Input

Read in parallel from a GZIP CSV file.

Hadoop File Input Big Data

Read data from a variety of different text-file types stored on a Hadoop cluster.

Hadoop File Output Big Data

Write data to a variety of different text-file types stored on a Hadoop cluster.

HBase Input Big Data

Read from an HBase column family.

HBase Output Big Data

Write to an HBase column family.

HBase Row Decoder Big Data

Decode an incoming key and HBase result object according to a mapping.

HL7 Input Input 

Read data from HL7 data streams.

HTTP client Lookup

Call a web service over HTTP by supplying a base URL by allowing parameters to be set dynamically.

HTTP Post Lookup

Call a web service request over HTTP by supplying a base URL by allowing parameters to be set dynamically.

IBM Websphere MQ Consumer Input 

Receive messages from any IBM Websphere MQ Server.

IBM Websphere MQ Producer Output 

Send messages to any IBM Websphere MQ Server.

Identify last row in a stream Flow

Mark the last row.

If field value is null Utility

Set a field value to a constant if it is null.

Infobright Loader Bulk loading

Load data to an Infobright database table.

Ingres VectorWise Bulk Loader Bulk loading

Interface with the Ingres VectorWise Bulk Loader "COPY TABLE" command.

Injector Inline

Inject rows into the transformation through the java API.

Insert / Update Output

Update or insert rows in a database based upon keys.

Java Filter Flow

Filter rows using java code.

JMS Consumer Streaming

Receive messages from a JMS server.

JMS Producer Streaming

Send messages to a JMS server.

Job Executor Flow 

Run a PDI job, and passes parameters and rows. 

Join Rows (cartesian product)  Joins

Output the cartesian product of the input streams. The number of rows is the multiplication of the number of rows in the input streams.

JSON Input Input

Extract relevant portions out of JSON structures (file or incoming field) and output rows.

JSON output Output

Create JSON block and output it in a field to a file.

Kafka Consumer Streaming

Run a sub-transformation that executes according to message batch size or duration, letting you process a continuous stream of records in near-real-time.

Kafka Producer Streaming

Publish messages in near-real-time across worker nodes where multiple, subscribed members have access.

Knowledge Flow Data Mining

Executes a Knowledge Flow data mining process.

LDAP Input Input

Read data from LDAP host.

LDAP Output Output

Perform Insert, upsert, update, add or delete operations on records based on their DN (Distinguished Name).

LDIF Input Input

Read data from LDIF files.

Load file content in memory Input

Load file content in memory.

LucidDB Streaming Loader Deprecated

Load data into LucidDB by using Remote Rows UDX.

Steps: M - R

Name Category  Description
Mail Utility

Send e-mail.

Mail Validator Validation

Check if an email address is valid.

Mapping (sub-transformation) Mapping

Run a mapping (sub-transformation), use MappingInput and MappingOutput to specify the fields interface.

Mapping input specification Mapping

Specify the input interface of a mapping.

Mapping output specification Mapping

Specify the output interface of a mapping.

MapReduce Input Big Data

Enter Key Value pairs from Hadoop MapReduce.

MapReduce Output Big Data

Exit Key Value pairs, then push into Hadoop MapReduce.

MaxMind GeoIP Lookup Lookup

Lookup an IPv4 address in a MaxMind database and add fields such as geography, ISP, or organization.

Memory Group by Statistics

Build aggregates in a group by fashion. This step doesn't require sorted input.

Merge Join Joins

Join two streams on a given key and outputs a joined set. The input streams must be sorted on the join key.

Merge Rows (diff) Joins

Merge two streams of rows, sorted on a certain key. The two streams are compared and the equals, changed, deleted and new rows are flagged.

Metadata structure of stream Utility

Read the metadata of the incoming stream.

Microsoft Access Input  Input

Read data from a Microsoft Access file

Microsoft Access Output Output

Store records into an MS-Access database table.

Microsoft Excel Input Input

Read data from Excel and OpenOffice Workbooks (XLS, XLSX, ODS).

Microsoft Excel Output Output

Store records into an Excel (XLS) document with formatting information.

Microsoft Excel Writer Output

Write or appends data to an Excel file.

Modified Java Script Value Scripting

Run JavaScript programs (and much more).

Mondrian Input Input

Execute and retrieve data using an MDX query against a Pentaho Analyses OLAP server (Mondrian).

MonetDB Agile Mart Agile 


MonetDB Bulk Loader Bulk loading

Load data into MonetDB by using their bulk load command in streaming mode.

MongoDB Input Big Data

Read all entries from a MongoDB collection in the specified database.

MongoDB Output Big Data

Write to a MongoDB collection.

MQTT Consumer Streaming Pull streaming data from an MQTT broker or clients through an MQTT transformation. 
MQTT Producer Streaming Publish messages in near-real-time to an MQTT broker.
Multiway Merge Join Joins

Join multiple streams. This step supports INNER and FULL OUTER joins.

MySQL Bulk Loader Bulk loading

Load data over a named pipe (not available on MS Windows).

Null if... Utility

Set a field value to null if it is equal to a constant value.

Number range Transform

Create ranges based on numeric field.

OLAP Input Input

Execute and retrieve data using an MDX query against any XML/A OLAP datasource using olap4j.

OpenERP Object Delete Delete 

Delete data from the OpenERP server using the XMLRPC interface with the 'unlink' function. 

OpenERP Object Input Input

Retrieve data from the OpenERP server using the XMLRPC interface with the 'read' function.

OpenERP Object Output Output 

Update data on the OpenERP server using the XMLRPC interface and the 'import' function 

Oracle Bulk Loader Bulk loading

Use Oracle Bulk Loader to load data.

ORC Input Big Data Read fields data from ORC files into a PDI data stream.
ORC Output Big Data Serialize data from the PDI data stream into an ORC file format and writes it to a file.
Output steps metrics Statistics

Return metrics for one or several steps.

Palo Cell Input Input 

Retrieve all cell data from a Palo cube.

Palo Cell Output Output 

Update cell data in a Palo cube.

Palo Dimension Input Input 

Return elements from a dimension in a Palo database.

Palo Dimension Output Output 

Create/update dimension elements and element consolidations in a Palo database.

Parquet Input Input

Decode Parquet data formats and extracts fields from the structure it defines.

Parquet Output Output

Map fields within data files and choose where you want to process those files.

Pentaho Reporting Output Output

Execute an existing report (PRPT).

PostgreSQL Bulk Loader Bulk loading

Bulk load PostgreSQL data.

Prioritize streams Flow

Prioritize streams in an order way.

Process files Utility

Process one file per row (copy or move or delete). This step only accept filename in input.

Properties Output Output

Write data to properties file.

Property Input Input

Read data (key, value) from properties files.

R script executor Statistics

Execute an R script within a PDI transformation.

Regex Evaluation Scripting

Evaluate regular expressions. This step uses a regular expression to evaluate a field. It can also extract new fields out of an existing field with capturing groups.

Replace in string Transform

Replace all occurrences a word in a string with another word.

Reservoir Sampling Statistics

Transform Samples a fixed number of rows from the incoming stream.

REST Client Lookup

Consume RESTful services. REpresentational State Transfer (REST) is a key design idiom that embraces a stateless client-server architecture in which the web services are viewed as resources and can be identified by their URLs

Row denormaliser Transform

Denormalise rows by looking up key-value pairs and by assigning them to new fields in the output rows. This method aggregates and needs the input rows to be sorted on the grouping fields.

Row flattener Transform

Flatten consecutive rows based on the order in which they appear in the input stream.

Row Normaliser Transform

Normalise de-normalised information.

RSS Input Input

Read RSS feeds.

RSS Output Output

Read RSS stream.

Rule Executor Scripting

Execute a rule against each row (using Drools).

Rule Accumulator Scripting

Execute a rule against a set of rows (using Drools).

Run SSH commands Utility

Run SSH commands and returns result.

Steps: S - Z

Name Category  Description
S3 CSV Input Input Read from an S3 CSV file.
S3 File Output Output Export data to a text file on an Amazon Simple Storage Service (S3).
Salesforce Delete Output Delete records in a Salesforce module.
Salesforce Input Input Read information from SalesForce.
Salesforce Insert Output Insert records in a Salesforce module.
Salesforce Update Output Update records in a Salesforce module.
Salesforce Upsert Output Insert or update records in a Salesforce module.
Sample rows Statistics Filter rows based on the line number.
SAP Input Input Read data from SAP ERP, optionally with parameters.
SAS Input Input Reads file in sas7bdat (SAS) native format.
Script Experimental  
Secret key generator Experimental Generate secrete key for algorithms such as DES, AEC, TripleDES.
Select values  Transform Select or remove fields in a row. Optionally, set the field meta-data: type, length and precision.
Send message to Syslog Utility Send message to Syslog server.
Serialize to file Output Write rows of data to a data cube.
Set field value Transform Replace value of a field with another value field.
Set field value to a constant Transform Replace value of a field to a constant.
Set files in result Job Set filenames in the result of this transformation. Subsequent job entries can then use this information.
Set Session Variables Pentaho Server  Set the value of session variable.
Set Variables Job Set environment variables based on a single input row.
SFTP Put Experimental  
Simple Mapping Mapping 

Turn a repetitive, re-usable part of a transformation (a sequence of steps) into a mapping (sub-transformation).

Single Threader Flow

Execute a sequence of steps in a single thread. 

Socket reader Inline Read a socket. A socket client that connects to a server (Socket Writer step).
Socket writer Inline Write a socket. A socket server that can send rows of data to a socket reader.
Sort rows Transform Sort rows based upon field values (ascending or descending).
Sorted Merge  Joins Merge rows coming from multiple input steps providing these rows are sorted themselves on the given key fields.
Split field to rows Transform Split a single string field by delimiter and creates a new row for each split term.
Split Fields Transform Split a single field into more then one.
Splunk Input Transform Read data from Splunk.
Splunk Output Transform Write data to Splunk.
SQL File Output Output Output SQL INSERT statements to a file.
Stream lookup Lookup Look up values coming from another stream in the transformation.
SSTable Output Big Data Write to a filesystem directory as a Cassandra SSTable.
String operations Transform Apply certain operations like trimming, padding and others to string value.
Strings cut Transform Cut a portion of a substring.
Switch / Case Flow Switch a row to a certain target step based on the case value in a field.
Symmetric Cryptography Experimental Encrypt or decrypt a string using symmetric encryption. Available algorithms are DES, AEC, TripleDES.
Synchronize after merge Output Perform insert/update/delete in one go based on the value of a field.
Table Agile Mart Agile   
Table Compare Utility 

Compare the data from two tables (provided they have the same lay-out). It'll find differences between the data in the two tables and log it.

Table exists Lookup Check if a table exists on a specified connection.
Table input Input Read information from a database table.
Table output  Output Write information to a database table.
Teradata Fastload Bulk Loader Bulk loading Bulk load Teradata Fastload data.
Teradata TPT Insert Upsert Bulk Loader Bulk loading Bulk load via TPT using the tbuild command.
Text file input Input

Read data from a text file in several formats. This data can then be passed to your next step(s).

Text file output Output

Write rows to a text file.

Transformation Executor Flow 

Run a Pentaho Data Integration transformation, sets parameters, and passes rows.

Unique rows Transform

Remove double rows and leave only unique occurrences. This works only on a sorted input. If the input is not sorted, only double consecutive rows are handled correctly.

Unique rows (HashSet) Transform

Remove double rows and leave only unique occurrences by using a HashSet.

Univariate Statistics Statistics Compute some simple stats based on a single input field.
Update Output Update data in a database table based upon keys.
User Defined Java Class Scripting Program a step using Java code.
User Defined Java Expression Scripting Calculate the result of a Java Expression using Janino.
Value Mapper Transform Map values of a certain field from one value to another.
Vertica Bulk Loader Bulk loading Bulk load data into a Vertica table using their high performance COPY feature.
Web services lookup Lookup Look up information using web services (WSDL).
Write to log  Utility Write data to log.
XBase input Input Read records from an XBase type of database file (DBF).
XML Input Stream (StAX) Input Process very large and complex XML files very fast.
XML Join Joins Join a stream of XML-Tags into a target XML string.
XML Output Output Write data to an XML file.
XSD Validator Validation Validate XML source (files or streams) against XML Schema Definition.
XSL Transformation Transform Transform XML stream using XSL (eXtensible Stylesheet Language).
Yaml Input Input

Read YAML source (file or stream) parse them and convert them to rows and writes these to one or more output.

Zip File Utility  Create a standard ZIP archive from the data stream fields.

Replacements for Deprecated and Removed Steps

The following steps are deprecated or have been removed.  Here are suggested replacements for them. 

Removed or Deprecated Step Replacement Step
Aggregate Rows Step

Group By Step
Tip:  In the Group By step, leave the Group Field section blank so that the Group By step will aggregate over all rows. 

Get Previous Row Fields Step

Analytic Query Step
Tip:  In the Analytic Functions section of the Analytic Query step, select the LAG "N" rows BACKWARD in get Subject option in the Type field.

Google Analytics Input Step Google Analytics Step
Greenplum Bulk Loader Step Greenplum Load Step
LucidDB Bulk Loader Step Table Output Step Tip: Note that LucidDB is EOD.
Streaming XML Input Step XML Input Stream Step or Get data from XML Step
XML Input Step XML Input Stream Step or Get data from XML Step