Uploaded image for project: 'Apache Drill'
  1. Apache Drill
  2. DRILL-7751

Add Storage Plugin for Splunk

    XMLWordPrintableJSON

    Details

    • Type: Improvement
    • Status: Resolved
    • Priority: Major
    • Resolution: Fixed
    • Affects Version/s: 1.17.0
    • Fix Version/s: 1.19.0
    • Component/s: Storage - Other
    • Labels:
      None

      Description

      1. Drill Connector for Splunk
        This plugin enables Drill to query Splunk.
        1. Configuration
          To connect Drill to Splunk, create a new storage plugin with the following configuration:

      To successfully connect, Splunk uses port `8089` for interfaces. This port must be open for Drill to query Splunk.

      ```json

      { "type":"splunk", "username": "admin", "password": "changeme", "hostname": "localhost", "port": 8089, "earliestTime": "-14d", "latestTime": "now", "enabled": false }

      ```

        1. Understanding Splunk's Data Model
          Splunk's primary use case is analyzing event logs with a timestamp. As such, data is indexed by the timestamp, with the most recent data being indexed first. By default, Splunk
          will sort the data in reverse chronological order. Large Splunk installations will put older data into buckets of hot, warm and cold storage with the "cold" storage on the
          slowest and cheapest disks.

      With this understood, it is *very* important to put time boundaries on your Splunk queries. The Drill plugin allows you to set default values in the configuration such that every
      query you run will be bounded by these boundaries. Alternatively, you can set the time boundaries at query time. In either case, you will achieve the best performance when
      you are asking Splunk for the smallest amount of data possible.

        1. Understanding Drill's Data Model with Splunk
          Drill treats Splunk indexes as tables. Splunk's access model does not restrict to the catalog, but does restrict access to the actual data. It is therefore possible that you can
          see the names of indexes to which you do not have access. You can view the list of available indexes with a `SHOW TABLES IN splunk` query.

      ```
      apache drill> SHOW TABLES IN splunk;
      ----------------------------+

      TABLE_SCHEMA TABLE_NAME

      ----------------------------+

      splunk summary
      splunk splunklogger
      splunk _thefishbucket
      splunk _audit
      splunk _internal
      splunk _introspection
      splunk main
      splunk history
      splunk _telemetry

      ----------------------------+
      9 rows selected (0.304 seconds)
      ```
      To query Splunk from Drill, use the following format:
      ```sql
      SELECT <fields>
      FROM splunk.<index>
      ```

        1. Bounding Your Queries
          When you learn to query Splunk via their interface, the first thing you learn is to bound your queries so that they are looking at the shortest time span possible. When using
          Drill to query Splunk, it is advisable to do the same thing, and Drill offers two ways to accomplish this: via the configuration and at query time.
          1. Bounding your Queries at Query Time
            The easiest way to bound your query is to do so at querytime via special filters in the `WHERE` clause. There are two special fields, `earliestTime` and `latestTime` which can
            be set to bound the query. If they are not set, the query will be bounded to the defaults set in the configuration.

      You can use any of the time formats specified in the Splunk documentation here:
      https://docs.splunk.com/Documentation/Splunk/8.0.3/SearchReference/SearchTimeModifiers

      So if you wanted to see your data for the last 15 minutes, you could execute the following query:

      ```sql
      SELECT <fields>
      FROM splunk.<index>
      WHERE earliestTime='-15m' AND latestTime='now'
      ```
      The variables set in a query override the defaults from the configuration.

        1. Data Types
          Splunk does not have sophisticated data types and unfortunately does not provide metadata from its query results. With the exception of the fields below, Drill will interpret
          all fields as `VARCHAR` and hence you will have to convert them to the appropriate data type at query time.
            1. Timestamp Fields
      • `_indextime`
      • `_time`
            1. Numeric Fields
      • `date_hour`
      • `date_mday`
      • `date_minute`
      • `date_second`
      • `date_year`
      • `linecount`
          1. Nested Data
            Splunk has two different types of nested data which roughly map to Drill's `LIST` and `MAP` data types. Unfortunately, there is no easy way to identify whether a field is a
            nested field at querytime as Splunk does not provide any metadata and therefore all fields are treated as `VARCHAR`.

      However, Drill does have built in functions to easily convert Splunk multifields into Drill `LIST` and `MAP` data types. For a LIST, simply use the
      `SPLIT(<field>, ' ')` function to split the field into a `LIST`.

      `MAP` data types are rendered as JSON in Splunk. Fortunately JSON can easily be parsed into a Drill Map by using the `convert_fromJSON()` function. The query below
      demonstrates how to convert a JSON column into a Drill `MAP`.

      ```sql
      SELECT convert_fromJSON(_raw)
      FROM splunk.spl
      WHERE spl = '| makeresults

      eval _raw="{\"pc\": {\"label\":\"PC\",\"count\":24,\"peak24\":12}

      ,\"ps3\":

      {\"label\":\"PS3\",\"count\":51,\"peak24\":10}

      ,\"xbox\":

      {\"label\":\"XBOX360\",\"count\":40,\"peak24\":11}

      ,\"xone\":

      {\"label\":\"XBOXONE\",\"count\":105,\"peak24\":99}

      ,\"ps4\":
      {\"label\":\"PS4\",\"count\":200,\"peak24\":80}}"'
      ```

          1. Selecting Fields
            When you execute a query in Drill for Splunk, the fields you select are pushed down to Splunk. Therefore, it will always be more efficient to explicitly specify fields to push
            down to Splunk rather than using `SELECT *` queries.
          1. Special Fields
            There are several fields which can be included in a Drill query
      • `spl`: If you just want to send an SPL query to Splunk, this will do that.
      • `earliestTime`: Overrides the `earliestTime` setting in the configuration.
      • `latestTime`: Overrides the `latestTime` setting in the configuration.
          1. Sorting Results
            Due to the nature of Splunk indexes, data will always be returned in reverse chronological order. Thus, sorting is not necessary if that is the desired order.
        1. Sending Arbitrary SPL to Splunk
          There is a special table called `spl` which you can use to send arbitrary queries to Splunk. If you use this table, you must include a query in the `spl` filter as shown below:
          ```sql
          SELECT *
          FROM splunk.spl
          WHERE spl='<your SPL query'
          ```
      1. Testing the Plugin
        This plugin includes a series of unit tests in the `src/test/` directory, however you will need an active Splunk installation to run them. Since Splunk is not an open source
        project, nor is available as a Docker container, simply follow the instructions below to test Splunk with Drill.
          1. Step 1: Get Splunk
            From Splunk's website, simply download and install the free version here: https://www.splunk.com/en_us/download/splunk-enterprise.html

      Once you've downloaded Splunk, start it up, and make sure everything is working properly.

          1. Step 2: Add Data
            Next, go here: https://docs.splunk.com/Documentation/Splunk/7.0.3/SearchTutorial/Systemrequirements and download the dummy datasets that Splunk provides. Once you've downloaded
            this data, have Splunk index this data and you're ready to go from the Splunk end.
        1. Known Limitations
      • At present, Drill will not interpret Splunk multifields as anything other than a String. If there is interest, this feature can be implemented.

        Attachments

          Activity

            People

            • Assignee:
              cgivre Charles Givre
              Reporter:
              cgivre Charles Givre
              Reviewer:
              Vitalii Diravka
            • Votes:
              0 Vote for this issue
              Watchers:
              2 Start watching this issue

              Dates

              • Created:
                Updated:
                Resolved: