diff --git a/db/.gitignore b/db/.gitignore
index 1de5659..543b0b0 100644
--- a/db/.gitignore
+++ b/db/.gitignore
@@ -1 +1,8 @@
-target
\ No newline at end of file
+raw-wiktextract-data.jsonl.gz
+target/
+words.db
+words.db-journal
+words.db-wal
+words.db-shm
+words.preview.db
+flamegraph.svg
\ No newline at end of file
diff --git a/db/Cargo.lock b/db/Cargo.lock
index 8164f44..379c055 100644
--- a/db/Cargo.lock
+++ b/db/Cargo.lock
@@ -168,6 +168,31 @@ dependencies = [
  "cfg-if",
 ]
 
+[[package]]
+name = "crossbeam-deque"
+version = "0.8.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5181e0de7b61eb03a81e347d6dd8797bae9da5146707b51077e2d71a54ec0ceb"
+dependencies = [
+ "crossbeam-epoch",
+ "crossbeam-utils",
+]
+
+[[package]]
+name = "crossbeam-epoch"
+version = "0.9.20"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2d6914041f254d6e9176c01941b21115dcfb7089e55135a35411081bd106ef3f"
+dependencies = [
+ "crossbeam-utils",
+]
+
+[[package]]
+name = "crossbeam-utils"
+version = "0.8.22"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "61803da095bee82a81bb1a452ecc25d3b2f1416d1897eb86430c6159ef717c17"
+
 [[package]]
 name = "darling"
 version = "0.21.3"
@@ -212,6 +237,7 @@ dependencies = [
  "diesel",
  "flate2",
  "indicatif",
+ "rayon",
  "serde",
  "serde_json",
  "wiktionary-schema",
@@ -232,6 +258,7 @@ dependencies = [
  "diesel_derives",
  "downcast-rs",
  "libsqlite3-sys",
+ "r2d2",
  "sqlite-wasm-rs",
  "time",
 ]
@@ -405,6 +432,7 @@ checksum = "9433806cd6b4ec1aba79c021c7e4c58fb4c3b9977c085062e611ac929998fb0c"
 dependencies = [
  "console",
  "portable-atomic",
+ "rayon",
  "unicode-width",
  "unit-prefix",
  "web-time",
@@ -466,6 +494,21 @@ version = "0.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "32a66949e030da00e8c7d4434b251670a91556f4144941d37452769c25d58a53"
 
+[[package]]
+name = "lock_api"
+version = "0.4.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "224399e74b87b5f3557511d98dff8b14089b3dadafcab6bb93eab67d3aace965"
+dependencies = [
+ "scopeguard",
+]
+
+[[package]]
+name = "log"
+version = "0.4.33"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0ceec5bc11778974d1bcb055b18002eba7f4b3518b6a0081b3af5f21666da9ad"
+
 [[package]]
 name = "memchr"
 version = "2.8.3"
@@ -500,6 +543,29 @@ version = "1.70.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "384b8ab6d37215f3c5301a95a4accb5d64aa607f1fcb26a11b5303878451b4fe"
 
+[[package]]
+name = "parking_lot"
+version = "0.12.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "93857453250e3077bd71ff98b6a65ea6621a19bb0f559a85248955ac12c45a1a"
+dependencies = [
+ "lock_api",
+ "parking_lot_core",
+]
+
+[[package]]
+name = "parking_lot_core"
+version = "0.9.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2621685985a2ebf1c516881c026032ac7deafcda1a2c9b7850dc81e3dfcb64c1"
+dependencies = [
+ "cfg-if",
+ "libc",
+ "redox_syscall",
+ "smallvec",
+ "windows-link",
+]
+
 [[package]]
 name = "pin-project-lite"
 version = "0.2.17"
@@ -548,6 +614,46 @@ version = "6.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f8dcc9c7d52a811697d2151c701e0d08956f92b0e24136cf4cf27b57a6a0d9bf"
 
+[[package]]
+name = "r2d2"
+version = "0.8.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "51de85fb3fb6524929c8a2eb85e6b6d363de4e8c48f9e2c2eac4944abc181c93"
+dependencies = [
+ "log",
+ "parking_lot",
+ "scheduled-thread-pool",
+]
+
+[[package]]
+name = "rayon"
+version = "1.12.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fb39b166781f92d482534ef4b4b1b2568f42613b53e5b6c160e24cfbfa30926d"
+dependencies = [
+ "either",
+ "rayon-core",
+]
+
+[[package]]
+name = "rayon-core"
+version = "1.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "22e18b0f0062d30d4230b2e85ff77fdfe4326feb054b9783a3460d8435c8ab91"
+dependencies = [
+ "crossbeam-deque",
+ "crossbeam-utils",
+]
+
+[[package]]
+name = "redox_syscall"
+version = "0.5.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
+dependencies = [
+ "bitflags",
+]
+
 [[package]]
 name = "rsqlite-vfs"
 version = "0.1.1"
@@ -586,6 +692,21 @@ dependencies = [
  "winapi-util",
 ]
 
+[[package]]
+name = "scheduled-thread-pool"
+version = "0.2.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3cbc66816425a074528352f5789333ecff06ca41b36b0b0efdfbb29edc391a19"
+dependencies = [
+ "parking_lot",
+]
+
+[[package]]
+name = "scopeguard"
+version = "1.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49"
+
 [[package]]
 name = "serde"
 version = "1.0.229"
@@ -647,6 +768,12 @@ version = "0.4.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0c790de23124f9ab44544d7ac05d60440adc586479ce501c1d6d7da3cd8c9cf5"
 
+[[package]]
+name = "smallvec"
+version = "1.15.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8ed6a63f02c8539c91a8685a86f4099661ba3da017932f6ebbea6de3f0fa7c90"
+
 [[package]]
 name = "sqlite-wasm-rs"
 version = "0.5.5"
diff --git a/db/Cargo.toml b/db/Cargo.toml
index 442e935..cfe1a13 100644
--- a/db/Cargo.toml
+++ b/db/Cargo.toml
@@ -6,9 +6,10 @@ edition = "2024"
 [dependencies]
 clap = { version = "4.6.5", features = ["derive"] }
 clio = { version = "0.3.5", features = ["clap-parse"] }
-diesel = { version = "2.3.11", features = ["sqlite"] }
+diesel = { version = "2.3.11", features = ["r2d2", "sqlite"] }
 flate2 = { version = "1.1.9", features = ["zlib-rs"] }
-indicatif = "0.18.6"
+indicatif = { version = "0.18.6", features = ["rayon"] }
+rayon = "1.12.0"
 serde = "1.0.229"
 serde_json = "1.0.151"
 wiktionary-schema = "0.3.0"
diff --git a/db/flamegraph.svg b/db/flamegraph.svg
new file mode 100644
index 0000000..e5a306a
--- /dev/null
+++ b/db/flamegraph.svg
@@ -0,0 +1,491 @@
+<?xml version="1.0" standalone="no"?><!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg version="1.1" width="1200" height="918" onload="init(evt)" viewBox="0 0 1200 918" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:fg="http://github.com/jonhoo/inferno"><!--Flame graph stack visualization. See https://github.com/brendangregg/FlameGraph for latest version, and http://www.brendangregg.com/flamegraphs.html for examples.--><!--NOTES: --><defs><linearGradient id="background" y1="0" y2="1" x1="0" x2="0"><stop stop-color="#eeeeee" offset="5%"/><stop stop-color="#eeeeb0" offset="95%"/></linearGradient></defs><style type="text/css">
+text { font-family:monospace; font-size:12px }
+#title { text-anchor:middle; font-size:17px; }
+#matched { text-anchor:end; }
+#search { text-anchor:end; opacity:0.1; cursor:pointer; }
+#search:hover, #search.show { opacity:1; }
+#subtitle { text-anchor:middle; font-color:rgb(160,160,160); }
+#unzoom { cursor:pointer; }
+#frames > *:hover { stroke:black; stroke-width:0.5; cursor:pointer; }
+.hide { display:none; }
+.parent { opacity:0.5; }
+</style><script type="text/ecmascript"><![CDATA[
+        var nametype = 'Function:';
+        var fontsize = 12;
+        var fontwidth = 0.59;
+        var xpad = 10;
+        var inverted = false;
+        var searchcolor = 'rgb(230,0,230)';
+        var fluiddrawing = true;
+        var truncate_text_right = false;
+    ]]><![CDATA["use strict";
+var details, searchbtn, unzoombtn, matchedtxt, svg, searching, frames, known_font_width;
+function init(evt) {
+    details = document.getElementById("details").firstChild;
+    searchbtn = document.getElementById("search");
+    unzoombtn = document.getElementById("unzoom");
+    matchedtxt = document.getElementById("matched");
+    svg = document.getElementsByTagName("svg")[0];
+    frames = document.getElementById("frames");
+    known_font_width = get_monospace_width(frames);
+    total_samples = parseInt(frames.attributes.total_samples.value);
+    searching = 0;
+
+    // Use GET parameters to restore a flamegraph's state.
+    var restore_state = function() {
+        var params = get_params();
+        if (params.x && params.y)
+            zoom(find_group(document.querySelector('[*|x="' + params.x + '"][y="' + params.y + '"]')));
+        if (params.s)
+            search(params.s);
+    };
+
+    if (fluiddrawing) {
+        // Make width dynamic so the SVG fits its parent's width.
+        svg.removeAttribute("width");
+        // Edge requires us to have a viewBox that gets updated with size changes.
+        var isEdge = /Edge\/\d./i.test(navigator.userAgent);
+        if (!isEdge) {
+            svg.removeAttribute("viewBox");
+        }
+        var update_for_width_change = function() {
+            if (isEdge) {
+                svg.attributes.viewBox.value = "0 0 " + svg.width.baseVal.value + " " + svg.height.baseVal.value;
+            }
+
+            // Keep consistent padding on left and right of frames container.
+            frames.attributes.width.value = svg.width.baseVal.value - xpad * 2;
+
+            // Text truncation needs to be adjusted for the current width.
+            update_text_for_elements(frames.children);
+
+            // Keep search elements at a fixed distance from right edge.
+            var svgWidth = svg.width.baseVal.value;
+            searchbtn.attributes.x.value = svgWidth - xpad;
+            matchedtxt.attributes.x.value = svgWidth - xpad;
+        };
+        window.addEventListener('resize', function() {
+            update_for_width_change();
+        });
+        // This needs to be done asynchronously for Safari to work.
+        setTimeout(function() {
+            unzoom();
+            update_for_width_change();
+            restore_state();
+        }, 0);
+    } else {
+        restore_state();
+    }
+}
+// event listeners
+window.addEventListener("click", function(e) {
+    var target = find_group(e.target);
+    if (target) {
+        if (target.nodeName == "a") {
+            if (e.ctrlKey === false) return;
+            e.preventDefault();
+        }
+        if (target.classList.contains("parent")) unzoom();
+        zoom(target);
+
+        // set parameters for zoom state
+        var el = target.querySelector("rect");
+        if (el && el.attributes && el.attributes.y && el.attributes["fg:x"]) {
+            var params = get_params()
+            params.x = el.attributes["fg:x"].value;
+            params.y = el.attributes.y.value;
+            history.replaceState(null, null, parse_params(params));
+        }
+    }
+    else if (e.target.id == "unzoom") {
+        unzoom();
+
+        // remove zoom state
+        var params = get_params();
+        if (params.x) delete params.x;
+        if (params.y) delete params.y;
+        history.replaceState(null, null, parse_params(params));
+    }
+    else if (e.target.id == "search") search_prompt();
+}, false)
+// mouse-over for info
+// show
+window.addEventListener("mouseover", function(e) {
+    var target = find_group(e.target);
+    if (target) details.nodeValue = nametype + " " + g_to_text(target);
+}, false)
+// clear
+window.addEventListener("mouseout", function(e) {
+    var target = find_group(e.target);
+    if (target) details.nodeValue = ' ';
+}, false)
+// ctrl-F for search
+window.addEventListener("keydown",function (e) {
+    if (e.keyCode === 114 || (e.ctrlKey && e.keyCode === 70)) {
+        e.preventDefault();
+        search_prompt();
+    }
+}, false)
+// functions
+function get_params() {
+    var params = {};
+    var paramsarr = window.location.search.substr(1).split('&');
+    for (var i = 0; i < paramsarr.length; ++i) {
+        var tmp = paramsarr[i].split("=");
+        if (!tmp[0] || !tmp[1]) continue;
+        params[tmp[0]]  = decodeURIComponent(tmp[1]);
+    }
+    return params;
+}
+function parse_params(params) {
+    var uri = "?";
+    for (var key in params) {
+        uri += key + '=' + encodeURIComponent(params[key]) + '&';
+    }
+    if (uri.slice(-1) == "&")
+        uri = uri.substring(0, uri.length - 1);
+    if (uri == '?')
+        uri = window.location.href.split('?')[0];
+    return uri;
+}
+function find_child(node, selector) {
+    var children = node.querySelectorAll(selector);
+    if (children.length) return children[0];
+    return;
+}
+function find_group(node) {
+    var parent = node.parentElement;
+    if (!parent) return;
+    if (parent.id == "frames") return node;
+    return find_group(parent);
+}
+function orig_save(e, attr, val) {
+    if (e.attributes["fg:orig_" + attr] != undefined) return;
+    if (e.attributes[attr] == undefined) return;
+    if (val == undefined) val = e.attributes[attr].value;
+    e.setAttribute("fg:orig_" + attr, val);
+}
+function orig_load(e, attr) {
+    if (e.attributes["fg:orig_"+attr] == undefined) return;
+    e.attributes[attr].value = e.attributes["fg:orig_" + attr].value;
+    e.removeAttribute("fg:orig_" + attr);
+}
+function g_to_text(e) {
+    var text = find_child(e, "title").firstChild.nodeValue;
+    return (text)
+}
+function g_to_func(e) {
+    var func = g_to_text(e);
+    // if there's any manipulation we want to do to the function
+    // name before it's searched, do it here before returning.
+    return (func);
+}
+function get_monospace_width(frames) {
+    // Given the id="frames" element, return the width of text characters if
+    // this is a monospace font, otherwise return 0.
+    text = find_child(frames.children[0], "text");
+    originalContent = text.textContent;
+    text.textContent = "!";
+    bangWidth = text.getComputedTextLength();
+    text.textContent = "W";
+    wWidth = text.getComputedTextLength();
+    text.textContent = originalContent;
+    if (bangWidth === wWidth) {
+        return bangWidth;
+    } else {
+        return 0;
+    }
+}
+function update_text_for_elements(elements) {
+    // In order to render quickly in the browser, you want to do one pass of
+    // reading attributes, and one pass of mutating attributes. See
+    // https://web.dev/avoid-large-complex-layouts-and-layout-thrashing/ for details.
+
+    // Fall back to inefficient calculation, if we're variable-width font.
+    // TODO This should be optimized somehow too.
+    if (known_font_width === 0) {
+        for (var i = 0; i < elements.length; i++) {
+            update_text(elements[i]);
+        }
+        return;
+    }
+
+    var textElemNewAttributes = [];
+    for (var i = 0; i < elements.length; i++) {
+        var e = elements[i];
+        var r = find_child(e, "rect");
+        var t = find_child(e, "text");
+        var w = parseFloat(r.attributes.width.value) * frames.attributes.width.value / 100 - 3;
+        var txt = find_child(e, "title").textContent.replace(/\([^(]*\)$/,"");
+        var newX = format_percent((parseFloat(r.attributes.x.value) + (100 * 3 / frames.attributes.width.value)));
+
+        // Smaller than this size won't fit anything
+        if (w < 2 * known_font_width) {
+            textElemNewAttributes.push([newX, ""]);
+            continue;
+        }
+
+        // Fit in full text width
+        if (txt.length * known_font_width < w) {
+            textElemNewAttributes.push([newX, txt]);
+            continue;
+        }
+
+        var substringLength = Math.floor(w / known_font_width) - 2;
+        if (truncate_text_right) {
+            // Truncate the right side of the text.
+            textElemNewAttributes.push([newX, txt.substring(0, substringLength) + ".."]);
+            continue;
+        } else {
+            // Truncate the left side of the text.
+            textElemNewAttributes.push([newX, ".." + txt.substring(txt.length - substringLength, txt.length)]);
+            continue;
+        }
+    }
+
+    console.assert(textElemNewAttributes.length === elements.length, "Resize failed, please file a bug at https://github.com/jonhoo/inferno/");
+
+    // Now that we know new textContent, set it all in one go so we don't refresh a bazillion times.
+    for (var i = 0; i < elements.length; i++) {
+        var e = elements[i];
+        var values = textElemNewAttributes[i];
+        var t = find_child(e, "text");
+        t.attributes.x.value = values[0];
+        t.textContent = values[1];
+    }
+}
+
+function update_text(e) {
+    var r = find_child(e, "rect");
+    var t = find_child(e, "text");
+    var w = parseFloat(r.attributes.width.value) * frames.attributes.width.value / 100 - 3;
+    var txt = find_child(e, "title").textContent.replace(/\([^(]*\)$/,"");
+    t.attributes.x.value = format_percent((parseFloat(r.attributes.x.value) + (100 * 3 / frames.attributes.width.value)));
+
+    // Smaller than this size won't fit anything
+    if (w < 2 * fontsize * fontwidth) {
+        t.textContent = "";
+        return;
+    }
+    t.textContent = txt;
+    // Fit in full text width
+    if (t.getComputedTextLength() < w)
+        return;
+    if (truncate_text_right) {
+        // Truncate the right side of the text.
+        for (var x = txt.length - 2; x > 0; x--) {
+            if (t.getSubStringLength(0, x + 2) <= w) {
+                t.textContent = txt.substring(0, x) + "..";
+                return;
+            }
+        }
+    } else {
+        // Truncate the left side of the text.
+        for (var x = 2; x < txt.length; x++) {
+            if (t.getSubStringLength(x - 2, txt.length) <= w) {
+                t.textContent = ".." + txt.substring(x, txt.length);
+                return;
+            }
+        }
+    }
+    t.textContent = "";
+}
+// zoom
+function zoom_reset(e) {
+    if (e.tagName == "rect") {
+        e.attributes.x.value = format_percent(100 * parseInt(e.attributes["fg:x"].value) / total_samples);
+        e.attributes.width.value = format_percent(100 * parseInt(e.attributes["fg:w"].value) / total_samples);
+    }
+    if (e.childNodes == undefined) return;
+    for(var i = 0, c = e.childNodes; i < c.length; i++) {
+        zoom_reset(c[i]);
+    }
+}
+function zoom_child(e, x, zoomed_width_samples) {
+    if (e.tagName == "text") {
+        var parent_x = parseFloat(find_child(e.parentNode, "rect[x]").attributes.x.value);
+        e.attributes.x.value = format_percent(parent_x + (100 * 3 / frames.attributes.width.value));
+    } else if (e.tagName == "rect") {
+        e.attributes.x.value = format_percent(100 * (parseInt(e.attributes["fg:x"].value) - x) / zoomed_width_samples);
+        e.attributes.width.value = format_percent(100 * parseInt(e.attributes["fg:w"].value) / zoomed_width_samples);
+    }
+    if (e.childNodes == undefined) return;
+    for(var i = 0, c = e.childNodes; i < c.length; i++) {
+        zoom_child(c[i], x, zoomed_width_samples);
+    }
+}
+function zoom_parent(e) {
+    if (e.attributes) {
+        if (e.attributes.x != undefined) {
+            e.attributes.x.value = "0.0%";
+        }
+        if (e.attributes.width != undefined) {
+            e.attributes.width.value = "100.0%";
+        }
+    }
+    if (e.childNodes == undefined) return;
+    for(var i = 0, c = e.childNodes; i < c.length; i++) {
+        zoom_parent(c[i]);
+    }
+}
+function zoom(node) {
+    var attr = find_child(node, "rect").attributes;
+    var width = parseInt(attr["fg:w"].value);
+    var xmin = parseInt(attr["fg:x"].value);
+    var xmax = xmin + width;
+    var ymin = parseFloat(attr.y.value);
+    unzoombtn.classList.remove("hide");
+    var el = frames.children;
+    var to_update_text = [];
+    for (var i = 0; i < el.length; i++) {
+        var e = el[i];
+        var a = find_child(e, "rect").attributes;
+        var ex = parseInt(a["fg:x"].value);
+        var ew = parseInt(a["fg:w"].value);
+        // Is it an ancestor
+        if (!inverted) {
+            var upstack = parseFloat(a.y.value) > ymin;
+        } else {
+            var upstack = parseFloat(a.y.value) < ymin;
+        }
+        if (upstack) {
+            // Direct ancestor
+            if (ex <= xmin && (ex+ew) >= xmax) {
+                e.classList.add("parent");
+                zoom_parent(e);
+                to_update_text.push(e);
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+    update_text_for_elements(to_update_text);
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+        var func = g_to_func(e);
+        var rect = find_child(e, "rect");
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+            searching = 1;
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+    if (!searching)
+        return;
+    var params = get_params();
+    params.s = term;
+    history.replaceState(null, null, parse_params(params));
+
+    searchbtn.classList.add("show");
+    searchbtn.firstChild.nodeValue = "Reset Search";
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+    var lastx = -1;
+    var lastw = 0;
+    var keys = Array();
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+    // where children are always smaller than their parents.
+    for (var k in keys) {
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+        var w = matches[keys[k]];
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\ No newline at end of file
diff --git a/db/src/db.rs b/db/src/db.rs
index d59372f..7a7bdf9 100644
--- a/db/src/db.rs
+++ b/db/src/db.rs
@@ -1,12 +1,55 @@
 use diesel::prelude::*;
+use diesel::connection::SimpleConnection;
+use diesel::r2d2::{ConnectionManager, CustomizeConnection, Pool};
 use std::env;
 use crate::models::*;
 
+#[derive(Debug)]
+pub struct Fuck ();
+
+impl CustomizeConnection<SqliteConnection, diesel::r2d2::Error> for Fuck {
+    fn on_acquire (&self, conn: &mut SqliteConnection) -> Result<
+        (), diesel::r2d2::Error
+    > {
+        conn.batch_execute ("
+          PRAGMA busy_timeout = 15000;
+          PRAGMA journal_mode = WAL;
+          PRAGMA synchronous = NORMAL;
+          PRAGMA wal_autocheckpoint = 1000;
+          PRAGMA wal_checkpoint(TRUNCATE);
+          PRAGMA cache_size=-2000000
+        ").unwrap ();
+        Ok (())
+    }
+
+    fn on_release (&self, _conn: SqliteConnection) {}
+}
+
+pub fn get_pool () -> Pool<ConnectionManager<SqliteConnection>> {
+    let url = env::var ("DATABASE_URL")
+        .expect ("DATABASE_URL must be set");
+    let manager = ConnectionManager::<SqliteConnection>::new (url);
+    Pool::builder ()
+        .connection_customizer (Box::new (Fuck ()))
+        .test_on_check_out (true)
+        .build (manager)
+        .expect ("Could not build connection pool")
+}
+
 pub fn connect () -> SqliteConnection {
     let database_url = env::var ("DATABASE_URL")
         .expect ("DATABASE_URL must be set");
-    SqliteConnection::establish (&database_url)
-        .unwrap_or_else (|_| panic! ("Error connecting to {}", database_url))
+    let mut conn = SqliteConnection::establish (&database_url)
+        .unwrap_or_else (|_| panic! ("Error connecting to {}", database_url));
+    conn.batch_execute ("
+      PRAGMA journal_mode = WAL;          -- better write-concurrency
+      PRAGMA synchronous = NORMAL;        -- fsync only in critical moments
+      PRAGMA wal_autocheckpoint = 1000;   -- write WAL changes back every 1000 pages, for an in average 1MB WAL file. May affect readers if number is increased
+      PRAGMA wal_checkpoint(TRUNCATE);    -- free some space by truncating possibly massive WAL files from the last run.
+      PRAGMA busy_timeout = 5000;          -- sleep if the database is busy
+      PRAGMA cache_size=-2000000
+    ").unwrap ();
+    conn
 }
 
 pub fn get_word (w : &str) -> Vec<Word> {
@@ -39,7 +82,6 @@ pub fn insert_word (
     };
     diesel::insert_into (words::table)
         .values (new_word)
-        .execute (conn)
-        .expect ("error saving new word");
+        .execute (conn).ok ()?;
     Some (())
 }
diff --git a/db/src/main.rs b/db/src/main.rs
index c490705..18fc983 100644
--- a/db/src/main.rs
+++ b/db/src/main.rs
@@ -4,10 +4,12 @@ pub mod db;
 
 use flate2::read::GzDecoder;
 use indicatif::{ProgressBar, ProgressStyle};
+use indicatif::ParallelProgressIterator;
 use serde_json::Value;
 use wiktionary_schema::en::WordData;
-use std::{fs::File, io::{self, BufRead, BufReader}, path::PathBuf};
+use std::{fs::File, io::{self, BufRead, BufReader}, path::PathBuf, sync::RwLock};
 use clap::Parser;
+use rayon::prelude::*;
 
 /// Build an SQLite database from a Wiktextract JSONLines dump.
 #[derive(Parser, Debug)]
@@ -40,18 +42,19 @@ fn main() -> Result<(), String> {
             "{elapsed} / ETA {eta} / rate {per_sec} {bar:40.cyan/blue} {pos:>7}/{len:7} {msg}"
         ) .unwrap()
     );
-    let conn = &mut db::connect ();
+    let lines = d.lines ().map (|l| l.unwrap ().to_owned ())
+        .par_bridge ()
+        .progress_with (bar);
+    let pool = db::get_pool ();
 
-    for i in d.lines () {
+    lines.for_each (|line| {
+        let conn = &mut pool.clone ().get ().unwrap ();
         if let Ok (word) = serde_json::from_str::<Value> (
-            &i.expect ("entry")
+            &line
         ) {
-            bar.println (db::entry_as_word (&word).map_or ("", |x| x));
             db::insert_word (conn, word);
-            bar.inc (1);
         }
-    }
+    });
 
-    bar.finish ();
     Ok (())
 }
diff --git a/db/words.db-journal b/db/words.db-journal
deleted file mode 100644
index 5faf9f7..0000000
Binary files a/db/words.db-journal and /dev/null differ
diff --git a/flake.nix b/flake.nix
index c774553..6cf4211 100644
--- a/flake.nix
+++ b/flake.nix
@@ -51,6 +51,7 @@
             jq
             rust-analyzer
             diesel-cli
+            cargo-flamegraph
 	  ];
 	};
       });
diff --git a/src/wiktionary_tf2/main.clj b/src/wiktionary_tf2/main.clj
index 95c982c..06bf44c 100644
--- a/src/wiktionary_tf2/main.clj
+++ b/src/wiktionary_tf2/main.clj
@@ -1,5 +1,6 @@
 (ns wiktionary-tf2.main
   (:require [clojure.java.io :as io]
+            [cheshire.core :as json]
             [babashka.fs :as fs]
             [babashka.process :as p]
             [progrock.core :as prog]
@@ -22,16 +23,13 @@
     [word gloss]))
 
 (defn lookup-word [word]
-  (let [r (p/shell {:out :string :continue true}
-                   "zgrep" "-m1"
-                   (format "^%s\t[^[:space:]]" word)
-                   *dictionary-file*)]
-    (when (zero? (:exit r))
-      (->> r
-           :out
-           str/split-lines
-           (map #(-> % parse-plaintext-entry second))
-           (filter #(not (empty? %))) ; remove nil and ""
+  (let [ds (sql/get-datasource {:dbtype "sqlite" :dbname "db/words.db"})]
+    (with-open [conn (sql/get-connection ds)]
+      (->> (sql/execute! conn ["select info from words where word = ?"
+                               word])
+           (map #(json/parse-string (:words/info %) keyword))
+           (mapcat :senses)
+           (mapcat :raw_glosses)
            first))))
 
 (defn parse-chat-message [x]