diff --git a/pom.xml b/pom.xml
index 79a07d4b..c4d09052 100644
--- a/pom.xml
+++ b/pom.xml
@@ -501,6 +501,11 @@
       <artifactId>spark-core_2.11</artifactId>
       <version>${spark.version}</version>
     </dependency>
+    <dependency>
+      <groupId>org.apache.spark</groupId>
+      <artifactId>spark-sql_2.11</artifactId>
+      <version>${spark.version}</version>
+    </dependency>
     <dependency>
       <groupId>org.apache.spark</groupId>
       <artifactId>spark-graphx_2.11</artifactId>
diff --git a/src/main/scala/io/archivesunleashed/df/package.scala b/src/main/scala/io/archivesunleashed/df/package.scala
new file mode 100644
index 00000000..330c18f9
--- /dev/null
+++ b/src/main/scala/io/archivesunleashed/df/package.scala
@@ -0,0 +1,16 @@
+package io.archivesunleashed
+
+import org.apache.spark.sql.functions.udf
+
+/**
+  * UDFs for data frames.
+  */
+package object df {
+  // TODO: UDFs for use with data frames go here, tentatively. There are couple of ways we could build UDFs,
+  // by wrapping matchbox UDFs or by reimplementing them. The following examples illustrate. Obviously, we'll
+  // need to populate more UDFs over time, but this is a start.
+
+  val ExtractDomain = udf(io.archivesunleashed.matchbox.ExtractDomain.apply(_: String, ""))
+
+  val RemovePrefixWWW = udf[String, String](_.replaceAll("^\\s*www\\.", ""))
+}
diff --git a/src/main/scala/io/archivesunleashed/package.scala b/src/main/scala/io/archivesunleashed/package.scala
index 342af4b4..074bda2b 100644
--- a/src/main/scala/io/archivesunleashed/package.scala
+++ b/src/main/scala/io/archivesunleashed/package.scala
@@ -19,9 +19,13 @@ package io
 
 import io.archivesunleashed.data.{ArchiveRecordWritable, ArchiveRecordInputFormat}
 import ArchiveRecordWritable.ArchiveFormat
-import io.archivesunleashed.matchbox.{DetectLanguage, ExtractDate, ExtractDomain, RemoveHTML}
+import io.archivesunleashed.matchbox.{DetectLanguage, ExtractDate, ExtractLinks, ExtractDomain, RemoveHTML}
 import io.archivesunleashed.matchbox.ExtractDate.DateComponent
 import io.archivesunleashed.matchbox.ExtractDate.DateComponent._
+
+import org.apache.spark.sql._
+import org.apache.spark.sql.types._
+
 import org.apache.hadoop.io.LongWritable
 import org.apache.spark.{SerializableWritable, SparkContext}
 import org.apache.spark.rdd.RDD
@@ -86,6 +90,36 @@ package object archivesunleashed {
           && !r.getUrl.endsWith("robots.txt"))
     }
 
+    def extractValidPagesDF(): DataFrame = {
+      val records = rdd.keepValidPages()
+        .map(r => Row(r.getCrawlDate, r.getUrl, r.getMimeType, r.getContentString))
+
+      val schema = new StructType()
+        .add(StructField("CrawlDate", StringType, true))
+        .add(StructField("Url", StringType, true))
+        .add(StructField("MimeType", StringType, true))
+        .add(StructField("Content", StringType, true))
+
+      val sqlContext = SparkSession.builder()
+      sqlContext.getOrCreate().createDataFrame(records, schema)
+    }
+
+    def extractHyperlinksDF(): DataFrame = {
+      val records = rdd.keepValidPages()
+        .keepValidPages()
+        .flatMap(r => ExtractLinks(r.getUrl, r.getContentString).map(t => (r.getCrawlDate, t._1, t._2, t._3)))
+        .map(t => Row(t._1, t._2, t._3, t._4))
+
+      val schema = new StructType()
+        .add(StructField("CrawlDate", StringType, true))
+        .add(StructField("Src", StringType, true))
+        .add(StructField("Dest", StringType, true))
+        .add(StructField("Anchor", StringType, true))
+
+      val sqlContext = SparkSession.builder();
+      sqlContext.getOrCreate().createDataFrame(records, schema)
+    }
+
     /** Removes all data except images. */
     def keepImages() = {
       rdd.filter(r =>
diff --git a/src/test/scala/io/archivesunleashed/df/SimpleDfTest.scala b/src/test/scala/io/archivesunleashed/df/SimpleDfTest.scala
new file mode 100644
index 00000000..5a75912a
--- /dev/null
+++ b/src/test/scala/io/archivesunleashed/df/SimpleDfTest.scala
@@ -0,0 +1,78 @@
+/*
+ * Archives Unleashed Toolkit (AUT):
+ * An open-source platform for analyzing web archives.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package io.archivesunleashed
+
+import com.google.common.io.Resources
+import io.archivesunleashed.df._
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.functions._
+import org.apache.spark.{SparkConf, SparkContext}
+import org.junit.runner.RunWith
+import org.scalatest.junit.JUnitRunner
+import org.scalatest.{BeforeAndAfter, FunSuite}
+
+@RunWith(classOf[JUnitRunner])
+class SimpleDfTest extends FunSuite with BeforeAndAfter {
+  private val arcPath = Resources.getResource("arc/example.arc.gz").getPath
+  private val master = "local[4]"
+  private val appName = "example-df"
+  private var sc: SparkContext = _
+
+  before {
+    val conf = new SparkConf()
+      .setMaster(master)
+      .setAppName(appName)
+    sc = new SparkContext(conf)
+  }
+
+  test("count records") {
+    val df = RecordLoader.loadArchives(arcPath, sc)
+      .extractValidPagesDF()
+
+    // We need this in order to use the $-notation
+    val spark = SparkSession.builder().master("local").getOrCreate()
+    import spark.implicits._
+
+    val results = df.select(ExtractDomain($"Url").as("Domain"))
+      .groupBy("Domain").count().orderBy(desc("count")).head(3)
+
+    // Results should be:
+    // +------------------+-----+
+    // |            Domain|count|
+    // +------------------+-----+
+    // |   www.archive.org|  132|
+    // |     deadlists.com|    2|
+    // |www.hideout.com.br|    1|
+    // +------------------+-----+
+
+    assert(results(0).get(0) == "www.archive.org")
+    assert(results(0).get(1) == 132)
+
+    assert(results(1).get(0) == "deadlists.com")
+    assert(results(1).get(1) == 2)
+
+    assert(results(2).get(0) == "www.hideout.com.br")
+    assert(results(2).get(1) == 1)
+  }
+
+  after {
+    if (sc != null) {
+      sc.stop()
+    }
+  }
+}