diff --git a/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultGeometry.java b/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultGeometry.java
index 885d9bd48b7..14d4e960c8a 100644
--- a/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultGeometry.java
+++ b/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultGeometry.java
@@ -29,7 +29,9 @@
 import java.io.InvalidObjectException;
 import java.io.ObjectInputStream;
 import java.io.Serializable;
+import java.math.BigDecimal;
 import java.nio.ByteBuffer;
+import java.util.List;
 import net.jcip.annotations.Immutable;
 
 @Immutable
@@ -199,4 +201,48 @@ private void readObject(ObjectInputStream stream) throws InvalidObjectException
   public String toString() {
     return asWellKnownText();
   }
+
+  protected static void appendPosition(StringBuilder builder, double x, double y) {
+    builder
+        .append('[')
+        .append(formatCoordinate(x))
+        .append(',')
+        .append(formatCoordinate(y))
+        .append(']');
+  }
+
+  protected static void appendPosition(StringBuilder builder, Point point) {
+    appendPosition(builder, point.X(), point.Y());
+  }
+
+  protected static void appendPositions(
+      StringBuilder builder, List<Point> points, boolean closeRing) {
+    builder.append('[');
+    for (int i = 0; i < points.size(); i++) {
+      if (i > 0) {
+        builder.append(',');
+      }
+      appendPosition(builder, points.get(i));
+    }
+    if (closeRing && !points.isEmpty()) {
+      Point first = points.get(0);
+      Point last = points.get(points.size() - 1);
+      if (!haveSameCoordinates(first, last)) {
+        builder.append(',');
+        appendPosition(builder, first);
+      }
+    }
+    builder.append(']');
+  }
+
+  private static boolean haveSameCoordinates(Point first, Point second) {
+    return Double.compare(first.X(), second.X()) == 0 && Double.compare(first.Y(), second.Y()) == 0;
+  }
+
+  private static String formatCoordinate(double value) {
+    if (!Double.isFinite(value)) {
+      throw new IllegalArgumentException("Coordinate values must be finite");
+    }
+    return BigDecimal.valueOf(value).toString();
+  }
 }
diff --git a/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultLineString.java b/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultLineString.java
index 1cf64bb366d..5b8d5a604bf 100644
--- a/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultLineString.java
+++ b/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultLineString.java
@@ -57,6 +57,17 @@ public List<Point> getPoints() {
     return points;
   }
 
+  @NonNull
+  @Override
+  public String asGeoJson() {
+    int estimatedSize = Math.max(32, points.size() * 32);
+    StringBuilder builder = new StringBuilder(estimatedSize);
+    builder.append("{\"type\":\"LineString\",\"coordinates\":");
+    appendPositions(builder, points, false);
+    builder.append('}');
+    return builder.toString();
+  }
+
   /**
    * This object gets replaced by an internal proxy for serialization.
    *
diff --git a/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultPoint.java b/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultPoint.java
index c9540b10d8a..ad7f5a4e14b 100644
--- a/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultPoint.java
+++ b/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultPoint.java
@@ -53,6 +53,16 @@ public double Y() {
     return getOgcGeometry().Y();
   }
 
+  @NonNull
+  @Override
+  public String asGeoJson() {
+    StringBuilder builder = new StringBuilder(64);
+    builder.append("{\"type\":\"Point\",\"coordinates\":");
+    appendPosition(builder, X(), Y());
+    builder.append('}');
+    return builder.toString();
+  }
+
   /**
    * This object gets replaced by an internal proxy for serialization.
    *
diff --git a/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultPolygon.java b/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultPolygon.java
index 27d375d42b1..bedfa95d4de 100644
--- a/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultPolygon.java
+++ b/core/src/main/java/com/datastax/dse/driver/internal/core/data/geometry/DefaultPolygon.java
@@ -71,6 +71,24 @@ public List<List<Point>> getInteriorRings() {
     return interiorRings;
   }
 
+  @NonNull
+  @Override
+  public String asGeoJson() {
+    if (exteriorRing.isEmpty()) {
+      return "{\"type\":\"Polygon\",\"coordinates\":[]}";
+    }
+    int totalRings = 1 + interiorRings.size();
+    StringBuilder builder = new StringBuilder(Math.max(64, totalRings * 96));
+    builder.append("{\"type\":\"Polygon\",\"coordinates\":[");
+    appendPositions(builder, exteriorRing, true);
+    for (List<Point> ring : interiorRings) {
+      builder.append(',');
+      appendPositions(builder, ring, true);
+    }
+    builder.append("]}");
+    return builder.toString();
+  }
+
   private static OGCPolygon fromPoints(Point p1, Point p2, Point p3, Point... pn) {
     com.esri.core.geometry.Polygon polygon = new com.esri.core.geometry.Polygon();
     addPath(polygon, p1, p2, p3, pn);
diff --git a/osgi-tests/pom.xml b/osgi-tests/pom.xml
index 279b0a4635c..5d0d810f22d 100644
--- a/osgi-tests/pom.xml
+++ b/osgi-tests/pom.xml
@@ -95,6 +95,10 @@
       <groupId>com.esri.geometry</groupId>
       <artifactId>esri-geometry-api</artifactId>
     </dependency>
+    <dependency>
+      <groupId>org.json</groupId>
+      <artifactId>json</artifactId>
+    </dependency>
     <dependency>
       <groupId>org.apache.tinkerpop</groupId>
       <artifactId>gremlin-core</artifactId>
diff --git a/pom.xml b/pom.xml
index defa19f606a..6fc990acb8b 100644
--- a/pom.xml
+++ b/pom.xml
@@ -59,7 +59,7 @@
     <hdrhistogram.version>2.2.2</hdrhistogram.version>
     <metrics.version>4.2.37</metrics.version>
     <netty.version>4.1.127.Final</netty.version>
-    <esri.version>1.2.1</esri.version>
+    <esri.version>2.2.4</esri.version>
     <!--
     When upgrading TinkerPop please upgrade the version matrix in
     manual/core/integration/README.md