diff --git a/.travis.yml b/.travis.yml
index 926d678..836d516 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -11,25 +11,18 @@ matrix:
   include:
     # linux
     - os: linux   # abi 47
-      env: NODE_VERSION="5.1.1" TARGET_ARCH="x64"
+      env: NODE_VERSION="5.1.1" CXX="g++-4.9"
     - os: linux   # abi 48
-      env: NODE_VERSION="6" TARGET_ARCH="x64"
+      env: NODE_VERSION="6" CXX="g++-4.9"
     - os: linux   # abi 49
-      env: NODE_VERSION="6" ELECTRON="1.3.6" TARGET_ARCH="x64"
+      env: NODE_VERSION="6" ELECTRON="1.3.6" CXX="g++-4.9"
     # os x x86
     - os: osx
-      env: NODE_VERSION="5.1.1" TARGET_ARCH="x64" CXX="clang"
+      env: NODE_VERSION="5.1.1" CXX="clang"
     - os: osx
-      env: NODE_VERSION="6" TARGET_ARCH="x64" CXX="clang"
+      env: NODE_VERSION="6" CXX="clang"
     - os: osx
-      env: NODE_VERSION="6" ELECTRON="1.3.6" TARGET_ARCH="x64" CXX="clang"
-    # osx ia32
-    - os: osx
-      env: NODE_VERSION="5.1.1" TARGET_ARCH="ia32" CXX="clang"
-    - os: osx
-      env: NODE_VERSION="6" TARGET_ARCH="ia32" CXX="clang"
-    - os: osx
-      env: NODE_VERSION="6" ELECTRON="1.3.6" TARGET_ARCH="ia32" CXX="clang"
+      env: NODE_VERSION="6" ELECTRON="1.3.6" CXX="clang"
 
 before_install:
   - rm -rf ~/.nvm/ && git clone --depth 1 "https://github.com/creationix/nvm.git" ~/.nvm
@@ -39,21 +32,19 @@ before_install:
   - export PATH="./node_modules/.bin/:$PATH"
 
 install:
+  - if [[ -n "$ELECTRON" ]]; then
+      export npm_config_target=$ELECTRON;
+      export npm_config_disturl=https://atom.io/download/atom-shell;
+      export npm_config_runtime=electron;
+      export npm_config_build_from_source=true;
+    fi
   - npm install
 
 script:
   - if [[ -z "$ELECTRON" ]]; then
-      node-pre-gyp rebuild package testpackage \
-        --build-from-source --target_arch=$TARGET_ARCH;
-    else
-      node-pre-gyp rebuild package testpackage \
-        --runtime=electron --target=$ELECTRON \
-        --dist-url=https://atom.io/download/atom-shell \
-        --build-from-source --target_arch=$TARGET_ARCH;
-    fi
-  - if [[ "$TARGET_ARCH" == "x64" && -z "$ELECTRON" ]]; then
       npm test;
     fi
+  - node-pre-gyp package testpackage
 
 git:
   depth: 10
diff --git a/lib/main.js b/lib/main.js
index 17e94c4..f63bac3 100644
--- a/lib/main.js
+++ b/lib/main.js
@@ -1,7 +1,16 @@
 'use strict';
 
-var binary = require('pre-binding');
 var path = require('path');
-var binding_path = binary.find(path.resolve(path.join(__dirname, '../package.json')));
+var pack = require('../package.json');
+var binding_path = path.join(
+  __dirname,
+  '../build/fuzzy-native/',
+  'v' + pack.version,
+  // ABI v49 is only for Electron. https://github.com/electron/electron/issues/5851
+  process.versions.modules === '49'
+    ? ['electron', 'v1.3', process.platform, process.arch].join('-')
+    : ['node', 'v' + process.versions.modules, process.platform, process.arch].join('-'),
+  'fuzzy-native.node'
+);
 
 module.exports = require(binding_path);
diff --git a/package.json b/package.json
index 195fd25..26f017d 100644
--- a/package.json
+++ b/package.json
@@ -27,8 +27,7 @@
   "license": "MIT",
   "dependencies": {
     "nan": "^2.0.0",
-    "node-pre-gyp": "^0.6.5",
-    "pre-binding": "^1.1.0",
+    "node-pre-gyp": "^0.6.30",
     "semver": "^5.0.0"
   },
   "bundledDependencies": [