diff --git a/common/models/checkpoint.js b/common/models/checkpoint.js
index 304f8314..59cc33de 100644
--- a/common/models/checkpoint.js
+++ b/common/models/checkpoint.js
@@ -27,43 +27,45 @@ module.exports = function(Checkpoint) {
    * Get the current checkpoint id
    * @callback {Function} callback
    * @param {Error} err
-   * @param {Number} checkpointId The current checkpoint id
+   * @param {Number} checkpoint The current checkpoint seq
    */
-
   Checkpoint.current = function(cb) {
     var Checkpoint = this;
-    this.find({
-      limit: 1,
-      order: 'seq DESC'
-    }, function(err, checkpoints) {
-      if (err) return cb(err);
-      var checkpoint = checkpoints[0];
-      if (checkpoint) {
-        cb(null, checkpoint.seq);
-      } else {
-        Checkpoint.create({ seq: 1 }, function(err, checkpoint) {
-          if (err) return cb(err);
-          cb(null, checkpoint.seq);
-        });
-      }
+    Checkpoint._getSingleton(function(err, cp) {
+      cb(err, cp.seq);
     });
   };
 
-  Checkpoint.observe('before save', function(ctx, next) {
-    if (!ctx.instance) {
-      // Example: Checkpoint.updateAll() and Checkpoint.updateOrCreate()
-      return next(new Error('Checkpoint does not support partial updates.'));
-    }
+  Checkpoint._getSingleton = function(cb) {
+    var query = {limit: 1}; // match all instances, return only one
+    var initialData = {seq: 1};
+    this.findOrCreate(query, initialData, cb);
+  };
 
-    var model = ctx.instance;
-    if (!model.getId() && model.seq === undefined) {
-      model.constructor.current(function(err, seq) {
-        if (err) return next(err);
-        model.seq = seq + 1;
-        next();
+  /**
+   * Increase the current checkpoint if it already exists otherwise initialize it
+   * @callback {Function} callback
+   * @param {Error} err
+   * @param {Object} checkpoint The current checkpoint
+   */
+  Checkpoint.bumpLastSeq = function(cb) {
+    var Checkpoint = this;
+    Checkpoint._getSingleton(function(err, cp) {
+      if (err) return cb(err);
+      var originalSeq = cp.seq;
+      cp.seq++;
+      // Update the checkpoint but only if it was not changed under our hands
+      Checkpoint.updateAll({id: cp.id, seq: originalSeq}, {seq: cp.seq}, function(err, info) {
+        if (err) return cb(err);
+        // possible outcomes
+        // 1) seq was updated to seq+1 - exactly what we wanted!
+        // 2) somebody else already updated seq to seq+1 and our call was a no-op.
+        //   That should be ok, checkpoints are time based, so we reuse the one created just now
+        //  3) seq was bumped more than once, so we will be using a value that is behind the latest seq.
+        //    @bajtos is not entirely sure if this is ok, but since it wasn't handled by the current implementation either,
+        //    he thinks we can keep it this way.
+        cb(null, cp);
       });
-    } else {
-      next();
-    }
-  });
+    });
+  };
 };
diff --git a/lib/persisted-model.js b/lib/persisted-model.js
index ab17ef16..bcac8e18 100644
--- a/lib/persisted-model.js
+++ b/lib/persisted-model.js
@@ -898,12 +898,7 @@ module.exports = function(registry) {
 
   PersistedModel.checkpoint = function(cb) {
     var Checkpoint = this.getChangeModel().getCheckpointModel();
-    this.getSourceId(function(err, sourceId) {
-      if (err) return cb(err);
-      Checkpoint.create({
-        sourceId: sourceId
-      }, cb);
-    });
+    Checkpoint.bumpLastSeq(cb);
   };
 
   /**
diff --git a/test/checkpoint.test.js b/test/checkpoint.test.js
index 98e248ef..c824d02e 100644
--- a/test/checkpoint.test.js
+++ b/test/checkpoint.test.js
@@ -1,20 +1,22 @@
 var async = require('async');
 var loopback = require('../');
+var expect = require('chai').expect;
 
-// create a unique Checkpoint model
 var Checkpoint = loopback.Checkpoint.extend('TestCheckpoint');
 
-var memory = loopback.createDataSource({
-  connector: loopback.Memory
-});
-Checkpoint.attachTo(memory);
-
 describe('Checkpoint', function() {
-  describe('current()', function() {
+  describe('bumpLastSeq() and current()', function() {
+    beforeEach(function() {
+      var memory = loopback.createDataSource({
+        connector: loopback.Memory
+      });
+      Checkpoint.attachTo(memory);
+    });
+
     it('returns the highest `seq` value', function(done) {
       async.series([
-        Checkpoint.create.bind(Checkpoint),
-        Checkpoint.create.bind(Checkpoint),
+        Checkpoint.bumpLastSeq.bind(Checkpoint),
+        Checkpoint.bumpLastSeq.bind(Checkpoint),
         function(next) {
           Checkpoint.current(function(err, seq) {
             if (err) next(err);
@@ -24,5 +26,59 @@ describe('Checkpoint', function() {
         }
       ], done);
     });
+
+    it('Should be no race condition for current() when calling in parallel', function(done) {
+      async.parallel([
+        function(next) { Checkpoint.current(next); },
+        function(next) { Checkpoint.current(next); }
+      ], function(err, list) {
+        if (err) return done(err);
+        Checkpoint.find(function(err, data) {
+          if (err) return done(err);
+          expect(data).to.have.length(1);
+          done();
+        });
+      });
+    });
+
+    it('Should be no race condition for bumpLastSeq() when calling in parallel', function(done) {
+      async.parallel([
+        function(next) { Checkpoint.bumpLastSeq(next); },
+        function(next) { Checkpoint.bumpLastSeq(next); }
+      ], function(err, list) {
+        if (err) return done(err);
+        Checkpoint.find(function(err, data) {
+          if (err) return done(err);
+          // The invariant "we have at most 1 checkpoint instance" is preserved
+          // even when multiple calls are made in parallel
+          expect(data).to.have.length(1);
+          // There is a race condition here, we could end up with both 2 or 3 as the "seq".
+          // The current implementation of the memory connector always yields 2 though.
+          expect(data[0].seq).to.equal(2);
+          // In this particular case, since the new last seq is always 2, both results
+          // should be 2.
+          expect(list.map(function(it) {return it.seq;}))
+            .to.eql([2, 2]);
+          done();
+        });
+      });
+    });
+
+    it('Checkpoint.current() for non existing checkpoint should initialize checkpoint', function(done) {
+      Checkpoint.current(function(err, seq) {
+        expect(seq).to.equal(1);
+        done(err);
+      });
+    });
+
+    it('bumpLastSeq() works when singleton instance does not exists yet', function(done) {
+      Checkpoint.bumpLastSeq(function(err, cp) {
+        // We expect `seq` to be 2 since `checkpoint` does not exist and
+        // `bumpLastSeq` for the first time not only initializes it to one,
+        // but also increments the initialized value by one.
+        expect(cp.seq).to.equal(2);
+        done(err);
+      });
+    });
   });
 });