diff --git a/.drone.yml b/.drone.yml
index ba1f691..9bb28ae 100644
--- a/.drone.yml
+++ b/.drone.yml
@@ -8,6 +8,12 @@ platform:
   arch: amd64
 
 steps:
+- name: test
+  image: rust:1-slim
+  commands:
+    - cargo build
+    - cargo test
+
 - name: build-latest
   image: plugins/docker
   settings:
@@ -22,19 +28,4 @@ steps:
     branch:
     - master
 
-- name: build-branch
-  image: plugins/docker
-  settings:
-    password:
-      from_secret: docker_password
-    registry: registry.huefox.com
-    repo: registry.huefox.com/fuzzysearch
-    tags: ${DRONE_BRANCH}
-    username:
-      from_secret: docker_username
-  when:
-    branch:
-      exclude:
-      - master
-
 ...
diff --git a/Cargo.lock b/Cargo.lock
index b00810d..9dedb09 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -21,6 +21,12 @@ dependencies = [
  "winapi 0.3.9",
 ]
 
+[[package]]
+name = "anyhow"
+version = "1.0.35"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2c0df63cb2955042487fad3aefd2c6e3ae7389ac5dc1beb28921de0b69f779d4"
+
 [[package]]
 name = "async-trait"
 version = "0.1.42"
@@ -87,6 +93,26 @@ dependencies = [
  "tokio-postgres",
 ]
 
+[[package]]
+name = "bindgen"
+version = "0.54.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "66c0bb6167449588ff70803f4127f0684f9063097eca5016f37eb52b92c2cf36"
+dependencies = [
+ "bitflags",
+ "cexpr",
+ "cfg-if 0.1.10",
+ "clang-sys",
+ "lazy_static",
+ "lazycell",
+ "peeking_take_while",
+ "proc-macro2",
+ "quote",
+ "regex",
+ "rustc-hash",
+ "shlex",
+]
+
 [[package]]
 name = "bitflags"
 version = "1.2.1"
@@ -175,6 +201,15 @@ version = "1.0.66"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4c0496836a84f8d0495758516b8621a622beb77c0fed418570e50764093ced48"
 
+[[package]]
+name = "cexpr"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f4aedb84272dbe89af497cf81375129abda4fc0a9e7c5d317498c15cc30c0d27"
+dependencies = [
+ "nom",
+]
+
 [[package]]
 name = "cfg-if"
 version = "0.1.10"
@@ -200,6 +235,17 @@ dependencies = [
  "winapi 0.3.9",
 ]
 
+[[package]]
+name = "clang-sys"
+version = "0.29.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fe6837df1d5cba2397b835c8530f51723267e16abbf83892e9e5af4f0e5dd10a"
+dependencies = [
+ "glob",
+ "libc",
+ "libloading",
+]
+
 [[package]]
 name = "cloudabi"
 version = "0.0.3"
@@ -344,6 +390,31 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4443176a9f2c162692bd3d352d745ef9413eec5782a80d8fd6f8a1ac692a07f7"
 
+[[package]]
+name = "ffmpeg-next"
+version = "4.3.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5e17e735bf446b8e57b794fcb5841106817e890de40275dfad367493a752c3e9"
+dependencies = [
+ "bitflags",
+ "ffmpeg-sys-next",
+ "libc",
+]
+
+[[package]]
+name = "ffmpeg-sys-next"
+version = "4.3.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2fde8cbf91a1b044b86d9e9e944c33806a68f5e34e4281033594ceaab47a3746"
+dependencies = [
+ "bindgen",
+ "cc",
+ "libc",
+ "num_cpus",
+ "pkg-config",
+ "vcpkg",
+]
+
 [[package]]
 name = "fnv"
 version = "1.0.7"
@@ -481,11 +552,13 @@ dependencies = [
 name = "fuzzysearch"
 version = "0.1.0"
 dependencies = [
+ "anyhow",
  "bb8",
  "bb8-postgres",
  "bk-tree",
  "bytes 0.5.6",
  "chrono",
+ "ffmpeg-next",
  "futures",
  "futures-util",
  "hamming",
@@ -494,6 +567,7 @@ dependencies = [
  "opentelemetry",
  "opentelemetry-jaeger",
  "serde",
+ "tempfile",
  "tokio 0.3.5",
  "tokio-postgres",
  "tracing",
@@ -556,6 +630,12 @@ dependencies = [
  "weezl",
 ]
 
+[[package]]
+name = "glob"
+version = "0.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9b919933a397b79c37e33b77bb2aa3dc8eb6e165ad809e58ff75bc7db2e34574"
+
 [[package]]
 name = "h2"
 version = "0.2.7"
@@ -807,12 +887,28 @@ version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e2abad23fbc42b3700f2f279844dc832adb2b2eb069b2df918f455c4e18cc646"
 
+[[package]]
+name = "lazycell"
+version = "1.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "830d08ce1d1d941e6b30645f1a0eb5643013d835ce3779a5fc208261dbe10f55"
+
 [[package]]
 name = "libc"
 version = "0.2.81"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1482821306169ec4d07f6aca392a4681f66c75c9918aa49641a2595db64053cb"
 
+[[package]]
+name = "libloading"
+version = "0.5.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f2b111a074963af1d37a139918ac6d49ad1d0d5e47f72fd55388619691a7d753"
+dependencies = [
+ "cc",
+ "winapi 0.3.9",
+]
+
 [[package]]
 name = "lock_api"
 version = "0.4.2"
@@ -998,6 +1094,16 @@ dependencies = [
  "winapi 0.3.9",
 ]
 
+[[package]]
+name = "nom"
+version = "5.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ffb4262d26ed83a1c0a33a38fe2bb15797329c85770da05e6b828ddb782627af"
+dependencies = [
+ "memchr",
+ "version_check",
+]
+
 [[package]]
 name = "ntapi"
 version = "0.3.6"
@@ -1144,6 +1250,12 @@ dependencies = [
  "winapi 0.3.9",
 ]
 
+[[package]]
+name = "peeking_take_while"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "19b17cddbe7ec3f8bc800887bab5e717348c95ea2ca0b1bf0837fb964dc67099"
+
 [[package]]
 name = "percent-encoding"
 version = "2.1.0"
@@ -1226,6 +1338,12 @@ version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8b870d8c151b6f2fb93e84a13146138f05d02ed11c7e7c54f8826aaaf7c9f184"
 
+[[package]]
+name = "pkg-config"
+version = "0.3.19"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3831453b3449ceb48b6d9c7ad7c96d5ea673e9b470a1dc578c2ce6521230884c"
+
 [[package]]
 name = "png"
 version = "0.16.7"
@@ -1550,6 +1668,12 @@ dependencies = [
  "winapi 0.3.9",
 ]
 
+[[package]]
+name = "rustc-hash"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "08d43f7aa6b08d49f382cde6a7982047c3426db949b1424bc4b7ec9ae12c6ce2"
+
 [[package]]
 name = "rustc_version"
 version = "0.2.3"
@@ -1717,6 +1841,12 @@ dependencies = [
  "loom",
 ]
 
+[[package]]
+name = "shlex"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7fdf1b9db47230893d76faad238fd6097fd6d6a9245cd7a4d90dbd639536bbd2"
+
 [[package]]
 name = "siphasher"
 version = "0.3.3"
@@ -2198,6 +2328,12 @@ version = "0.7.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "05e42f7c18b8f902290b009cde6d651262f956c98bc51bca4cd1d511c9cd85c7"
 
+[[package]]
+name = "vcpkg"
+version = "0.2.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6454029bf181f092ad1b853286f23e2c507d8e8194d01d92da4a55c274a5508c"
+
 [[package]]
 name = "version_check"
 version = "0.9.2"
diff --git a/Cargo.toml b/Cargo.toml
index 83a7ce7..2ac4070 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -17,8 +17,10 @@ tokio = { version = "0.3", features = ["macros", "rt-multi-thread", "sync"] }
 futures = "0.3"
 futures-util = "0.3"
 
+anyhow = "1"
 chrono = "0.4"
 bytes = "0.5"
+tempfile = "3"
 
 serde = { version = "1", features = ["derive"] }
 warp = "0.2"
@@ -27,8 +29,10 @@ tokio-postgres = "0.6"
 bb8 = "0.6"
 bb8-postgres = "0.6"
 
-img_hash = "3"
 image = "0.23"
+ffmpeg-next = "4"
+
+img_hash = "3"
 hamming = "0.1"
 
 bk-tree = "0.3"
diff --git a/src/main.rs b/src/main.rs
index 5b542b5..6976f09 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -9,6 +9,7 @@ mod handlers;
 mod models;
 mod types;
 mod utils;
+mod video;
 
 use warp::Filter;
 
@@ -89,6 +90,8 @@ impl bk_tree::Metric<Node> for Hamming {
 
 #[tokio::main]
 async fn main() {
+    ffmpeg_next::init().expect("Unable to initialize ffmpeg");
+
     configure_tracing();
 
     let s = std::env::var("POSTGRES_DSN").expect("Missing POSTGRES_DSN");
diff --git a/src/video.rs b/src/video.rs
new file mode 100644
index 0000000..27a4180
--- /dev/null
+++ b/src/video.rs
@@ -0,0 +1,205 @@
+use std::convert::TryInto;
+use std::io::Read;
+
+use ffmpeg_next::{
+    format::{input, Pixel},
+    media::Type as MediaType,
+    software::scaling::{context::Context, Flags as ScalingFlags},
+    util::frame::Video,
+};
+use image::{gif::GifDecoder, AnimationDecoder};
+use tempfile::NamedTempFile;
+
+use crate::get_hasher;
+
+/// Extract frames of a GIF into individual images and calculate a hash for each
+/// frame. Results are kept in the same order as seen in the GIF.
+///
+/// This is a blocking function.
+#[tracing::instrument(skip(r))]
+pub fn extract_gif_hashes<R: Read>(r: R) -> Result<Vec<[u8; 8]>, image::ImageError> {
+    let hasher = crate::get_hasher();
+
+    // Begin by creating a new GifDecoder from our reader. Collect all frames
+    // from the GIF.
+    //
+    // FUTURE: profile memory usage of collecting all frames instead of iterating
+    let decoder = GifDecoder::new(r)?;
+    let frames = decoder.into_frames().collect_frames()?;
+
+    tracing::trace!(frames = frames.len(), "Collected GIF frames");
+
+    // Allocate a Vec to hold all our hashes.
+    let mut hashes = Vec::with_capacity(frames.len());
+
+    // For each frame, get an ImageBuffer, hash the image, and append bytes into
+    // the results.
+    //
+    // FUTURE: should this be parallelized?
+    for frame in frames {
+        let buf = frame.buffer();
+
+        let hash = hasher.hash_image(buf);
+        let bytes = hash.as_bytes().try_into().unwrap();
+
+        hashes.push(bytes);
+    }
+
+    Ok(hashes)
+}
+
+/// Write the contents of `r` into a temporary file and return the handle to
+/// that file. This file should automatically be deleted when the handle is
+/// dropped.
+///
+/// This is a blocking function.
+fn write_temp_file<R: Read>(mut r: R) -> std::io::Result<NamedTempFile> {
+    let mut f = NamedTempFile::new()?;
+    std::io::copy(&mut r, &mut f)?;
+
+    Ok(f)
+}
+
+/// Extract frames of a video into individual images and calculate a hash for
+/// each frame. Results are kept in the same order as seen in the input.
+///
+/// This is a blocking function.
+#[tracing::instrument(skip(r))]
+pub fn extract_video_hashes<R: Read>(r: R) -> anyhow::Result<Vec<[u8; 8]>> {
+    let f = write_temp_file(r)?;
+
+    // Create an input context from the given path.
+    //
+    // TODO: figure out if there's a way to provide data without creating a file
+    let mut ictx = input(&f.path())?;
+
+    // Select the best video stream and find it's index.
+    let input = ictx
+        .streams()
+        .best(MediaType::Video)
+        .ok_or(ffmpeg_next::Error::StreamNotFound)?;
+    let stream_index = input.index();
+
+    // Create a new decoder that outputs 8-bit RGB colors with the same
+    // dimensions as the source.
+    let mut decoder = input.codec().decoder().video()?;
+    let mut scaler = Context::get(
+        decoder.format(),
+        decoder.width(),
+        decoder.height(),
+        Pixel::RGB24,
+        decoder.width(),
+        decoder.height(),
+        ScalingFlags::BILINEAR,
+    )?;
+
+    tracing::trace!("Initialized ffmpeg with video input");
+
+    let mut hashes: Vec<[u8; 8]> = Vec::new();
+    let hasher = get_hasher();
+
+    // Callback function run for each packet loaded by ffmpeg. It's responsible
+    // for processing each frame into a hash and storing it.
+    let mut receive_and_process_decoded_frames =
+        |decoder: &mut ffmpeg_next::decoder::Video| -> Result<(), ffmpeg_next::Error> {
+            let mut decoded = Video::empty();
+
+            while decoder.receive_frame(&mut decoded).is_ok() {
+                // Create a frame buffer and decode data into it.
+                let mut rgb_frame = Video::empty();
+                scaler.run(&decoded, &mut rgb_frame)?;
+
+                // Convert raw data into an RgbImage for use with image hashing.
+                let data = rgb_frame.data(0).to_vec();
+                let im: image::RgbImage =
+                    image::ImageBuffer::from_raw(decoder.width(), decoder.height(), data)
+                        .expect("Image frame data was invalid");
+
+                // Hash frame, convert to [u8; 8].
+                let hash = hasher.hash_image(&im);
+                let hash = hash.as_bytes();
+                hashes.push(
+                    hash.try_into()
+                        .expect("img_hash provided incorrect number of bytes"),
+                );
+            }
+
+            Ok(())
+        };
+
+    // Now that we've set up our callback, iterate through file packets, decode
+    // them, and send to our callback for processing.
+    for (stream, packet) in ictx.packets() {
+        if stream.index() != stream_index {
+            continue;
+        }
+
+        decoder.send_packet(&packet)?;
+        receive_and_process_decoded_frames(&mut decoder)?;
+    }
+
+    // Make sure all data has been processed with EOF.
+    decoder.send_eof()?;
+    receive_and_process_decoded_frames(&mut decoder)?;
+
+    Ok(hashes)
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_extract_gif_hashes() -> anyhow::Result<()> {
+        use std::fs::File;
+
+        let gif = File::open("tests/fox.gif")?;
+        let hashes = extract_gif_hashes(&gif)?;
+
+        assert_eq!(
+            hashes.len(),
+            47,
+            "GIF did not have expected number of hashes"
+        );
+
+        assert_eq!(
+            hashes[0],
+            [154, 64, 160, 169, 170, 53, 181, 221],
+            "First frame had different hash"
+        );
+        assert_eq!(
+            hashes[1],
+            [154, 64, 160, 169, 170, 53, 53, 221],
+            "Second frame had different hash"
+        );
+
+        Ok(())
+    }
+
+    #[test]
+    fn test_extract_video_hashes() -> anyhow::Result<()> {
+        use std::fs::File;
+
+        let video = File::open("tests/video.webm")?;
+        let hashes = extract_video_hashes(&video)?;
+
+        assert_eq!(
+            hashes.len(),
+            126,
+            "Video did not have expected number of hashes"
+        );
+
+        assert_eq!(
+            hashes[0],
+            [60, 166, 75, 61, 48, 166, 73, 205],
+            "First frame had different hash"
+        );
+        assert_eq!(
+            hashes[1],
+            [60, 166, 75, 61, 48, 166, 73, 205],
+            "Second frame had different hash"
+        );
+
+        Ok(())
+    }
+}
diff --git a/tests/fox.gif b/tests/fox.gif
new file mode 100644
index 0000000..16b20c2
Binary files /dev/null and b/tests/fox.gif differ
diff --git a/tests/video.webm b/tests/video.webm
new file mode 100644
index 0000000..724b612
Binary files /dev/null and b/tests/video.webm differ