diff --git a/.gitignore b/.gitignore
index f5febd5..f7aaff3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,5 +7,5 @@ __pycache__
 .envrc
 
 data/mailchimp.csv
-data/result.csv
+data/result*.csv
 data/salesforce.csv
diff --git a/constraints.txt b/constraints.txt
new file mode 100644
index 0000000..bb485ae
--- /dev/null
+++ b/constraints.txt
@@ -0,0 +1 @@
+sqlalchemy<2
\ No newline at end of file
diff --git a/default.lock b/default.lock
index a95067d..665e075 100644
--- a/default.lock
+++ b/default.lock
@@ -6,7 +6,7 @@
 // {
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+//     "CPython>=3.10"
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@@ -14,10 +14,13 @@
 //     "pydantic",
 //     "pytest",
 //     "python-Levenshtein",
+//     "simple-salesforce",
 //     "uszipcode"
 //   ],
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+//   "requirement_constraints": [
+//     "sqlalchemy<2"
+//   ],
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+            "flake8-blind-except==0.1.1; extra == \"test\"",
+            "flake8-debugger==3.2.1; extra == \"test\"",
+            "flake8-imports==0.1.1; extra == \"test\"",
+            "flake8==3.8.3; extra == \"test\"",
+            "freezegun==0.3.15; extra == \"test\"",
+            "httpx>=0.15.0; extra == \"async\"",
+            "isodate>=0.5.4",
+            "isort==5.3.2; extra == \"test\"",
+            "lxml>=4.6.0",
+            "platformdirs>=1.4.0",
+            "pretend==1.0.9; extra == \"test\"",
+            "pytest-asyncio; extra == \"test\"",
+            "pytest-cov==2.8.1; extra == \"test\"",
+            "pytest-httpx; extra == \"test\"",
+            "pytest==6.2.5; extra == \"test\"",
+            "pytz",
+            "requests-file>=1.5.1",
+            "requests-mock>=0.7.0; extra == \"test\"",
+            "requests-toolbelt>=0.7.1",
+            "requests>=2.7.0",
+            "sphinx>=1.4.0; extra == \"docs\"",
+            "xmlsec>=0.6.1; extra == \"xmlsec\""
+          ],
+          "requires_python": ">=3.7",
+          "version": "4.2.1"
         }
       ],
       "platform_tag": null
@@ -2464,10 +2607,11 @@
     "pydantic",
     "pytest",
     "python-Levenshtein",
+    "simple-salesforce",
     "uszipcode"
   ],
   "requires_python": [
-    ">=3.9"
+    ">=3.10"
   ],
   "resolver_version": "pip-2020-resolver",
   "style": "universal",
diff --git a/pants.toml b/pants.toml
index 353152e..4755556 100644
--- a/pants.toml
+++ b/pants.toml
@@ -13,3 +13,4 @@ enabled = false
 interpreter_constraints = [">=3.10"]
 enable_resolves = true
 resolves = { python-default = "default.lock" }
+resolves_to_constraints_file = { python-default = "constraints.txt" }
diff --git a/requirements.txt b/requirements.txt
index f94f029..7184db5 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,3 +4,4 @@ uszipcode
 python-Levenshtein
 pydantic
 pytest
+simple-salesforce
diff --git a/src/mailchimp_entry.py b/src/mailchimp_entry.py
index 508b620..62218ea 100644
--- a/src/mailchimp_entry.py
+++ b/src/mailchimp_entry.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from pydantic import BaseModel, Field, field_validator
 
 
@@ -22,8 +20,8 @@ def normalize_longitude(cls, v: str) -> str:
     def mock(
         cls,
         *,
-        latitude: Optional[str] = None,
-        longitude: Optional[str] = None,
+        latitude: str | None = None,
+        longitude: str | None = None,
     ) -> "MailchimpEntry":
         return cls(
             **{
diff --git a/src/main.py b/src/main.py
index f4082fc..9fc9cde 100644
--- a/src/main.py
+++ b/src/main.py
@@ -7,15 +7,14 @@
 import metro_csvs
 from mailchimp_entry import MailchimpEntry
 from salesforce_entry import SalesforceEntry
+from salesforce_api import load_salesforce_data
 
 
 def main() -> None:
-    with Path("data/salesforce.csv").open() as f:
-        entries = [SalesforceEntry(**row) for row in csv.DictReader(f)]
-    with Path("data/mailchimp.csv").open() as f:
-        mailchimp_by_email = {
-            row["Email Address"]: MailchimpEntry(**row) for row in csv.DictReader(f)
-        }
+    entries = load_salesforce_data()
+
+    # TODO: read in Mailchimp data
+    mailchimp_by_email = {}
 
     us_zip_to_metro = metro_csvs.read_us_zip_to_metro()
     us_city_and_state_to_metro = metro_csvs.read_us_city_and_state_to_metro()
diff --git a/src/salesforce_api.py b/src/salesforce_api.py
new file mode 100644
index 0000000..c484578
--- /dev/null
+++ b/src/salesforce_api.py
@@ -0,0 +1,18 @@
+import os
+
+from simple_salesforce import Salesforce
+
+from salesforce_entry import SalesforceEntry
+
+
+INSTANCE_URL = os.environ.pop("SALESFORCE_INSTANCE_URL")
+TOKEN = os.environ.pop("SALESFORCE_TOKEN")
+sf = Salesforce(instance_url=INSTANCE_URL, session_id=TOKEN)
+
+
+def load_salesforce_data() -> list[SalesforceEntry]:
+    fields = ", ".join(info.alias for info in SalesforceEntry.model_fields.values())
+    return [
+        SalesforceEntry(**raw)
+        for raw in sf.query_all_iter(f"SELECT {fields} FROM Contact")
+    ]
diff --git a/src/salesforce_entry.py b/src/salesforce_entry.py
index ef1778d..3b09edf 100644
--- a/src/salesforce_entry.py
+++ b/src/salesforce_entry.py
@@ -1,5 +1,3 @@
-from typing import Optional
-
 from geopy import Nominatim
 from uszipcode import SearchEngine
 from pydantic import BaseModel, Field
@@ -9,41 +7,41 @@
 
 
 class SalesforceEntry(BaseModel):
-    email: str = Field(..., alias="Email", frozen=True)
     uid: str = Field(..., alias="Id", frozen=True)
-    city: str = Field(..., alias="MailingCity")
-    country: str = Field(..., alias="MailingCountry")
-    latitude: str = Field(..., alias="MailingLatitude")
-    longitude: str = Field(..., alias="MailingLongitude")
-    zipcode: str = Field(..., alias="MailingPostalCode")
-    state: str = Field(..., alias="MailingState")
-    street: str = Field(..., alias="MailingStreet")
-    metro: str = Field("", alias="MetropolitanArea")
+    email: str | None = Field(..., alias="Email", frozen=True)
+    city: str | None = Field(..., alias="MailingCity")
+    country: str | None = Field(..., alias="MailingCountry")
+    latitude: str | None = Field(..., alias="MailingLatitude")
+    longitude: str | None = Field(..., alias="MailingLongitude")
+    zipcode: str | None = Field(..., alias="MailingPostalCode")
+    state: str | None = Field(..., alias="MailingState")
+    street: str | None = Field(..., alias="MailingStreet")
+    metro: str | None = Field(..., alias="Metro_Area__c")
 
     @classmethod
     def mock(
         cls,
         *,
-        city: Optional[str] = None,
-        country: Optional[str] = None,
-        latitude: Optional[str] = None,
-        longitude: Optional[str] = None,
-        zipcode: Optional[str] = None,
-        state: Optional[str] = None,
-        street: Optional[str] = None,
-        metro: Optional[str] = None,
+        city: str | None = None,
+        country: str | None = None,
+        latitude: str | None = None,
+        longitude: str | None = None,
+        zipcode: str | None = None,
+        state: str | None = None,
+        street: str | None = None,
+        metro: str | None = None,
     ) -> "SalesforceEntry":
         return cls(
             Email="tech@parkingreform.org",
             Id="12345",
-            MailingCity=city or "",
-            MailingCountry=country or "",
-            MailingLatitude=latitude or "",
-            MailingLongitude=longitude or "",
-            MailingPostalCode=zipcode or "",
-            MailingState=state or "",
-            MailingStreet=street or "",
-            MetropolitanArea=metro or "",
+            MailingCity=city,
+            MailingCountry=country,
+            MailingLatitude=latitude,
+            MailingLongitude=longitude,
+            MailingPostalCode=zipcode,
+            MailingState=state,
+            MailingStreet=street,
+            Metro_Area__c=metro,
         )
 
     def normalize(self) -> None:
@@ -55,26 +53,29 @@ def normalize(self) -> None:
             self.country = "USA"
 
         # Convert US state names to two-digit codes.
-        if self.country == "USA" and len(self.state) > 2:
+        if self.country == "USA" and self.state and len(self.state) > 2:
+            if self.state not in US_STATES_TO_CODES:
+                raise ValueError(f"Unrecognized state {self.state} for {self.uid}")
             self.state = US_STATES_TO_CODES[self.state]
 
         # Lowercase all-caps city names.
-        if self.city.isupper():
+        if self.city and self.city.isupper():
             self.city = self.city.title()
 
         # Normalize US zip codes to be 5 digits.
-        if self.country == "USA" and len(self.zipcode) > 5:
+        if self.country == "USA" and self.zipcode and len(self.zipcode) > 5:
             if self.zipcode[5] != "-":
                 raise AssertionError(f"Unexpected zipcode for {self}")
             self.zipcode = self.zipcode[:5]
 
     def populate_via_latitude_longitude(
-        self, mailchimp: Optional[MailchimpEntry], geocoder: Nominatim
+        self, mailchimp: MailchimpEntry | None, geocoder: Nominatim
     ) -> None:
         mailchimp_missing = mailchimp is None or not (
             mailchimp.latitude and mailchimp.longitude
         )
-        if self.zipcode or mailchimp_missing:
+        metro_area_can_be_computed = self.zipcode or (self.city and self.country)
+        if mailchimp_missing or metro_area_can_be_computed:
             return
 
         addr = geocoder.reverse(f"{mailchimp.latitude}, {mailchimp.longitude}").raw[
@@ -90,9 +91,9 @@ def populate_via_latitude_longitude(
         # Also overwrite any existing values so that we don't mix the prior address
         # with the new one.
         self.street = None
-        self.country = addr.get("country_code", "").upper()
-        self.state = addr.get("state", "")
-        self.city = addr.get("city", "")
+        self.country = addr.get("country_code", "").upper() or None
+        self.state = addr.get("state")
+        self.city = addr.get("city")
 
     def populate_via_zipcode(self, zipcode_search_engine: SearchEngine) -> None:
         """Look up city and state for US zip codes."""
@@ -109,7 +110,6 @@ def populate_metro_area(
     ) -> None:
         if self.country != "USA":
             return
-        metro = us_zip_to_metro.get(self.zipcode) or us_city_and_state_to_metro.get(
-            (self.city, self.state)
-        )
-        self.metro = metro or ""
+        self.metro = us_zip_to_metro.get(
+            self.zipcode
+        ) or us_city_and_state_to_metro.get((self.city, self.state))
diff --git a/src/salesforce_entry_test.py b/src/salesforce_entry_test.py
index 94815d7..fc73da2 100644
--- a/src/salesforce_entry_test.py
+++ b/src/salesforce_entry_test.py
@@ -67,7 +67,7 @@ def test_normalize_city_capitalization(arg: str, expected: str) -> None:
     [
         ("USA", "11370-2314", "11370"),
         ("USA", "11370", "11370"),
-        ("USA", "", ""),
+        ("USA", None, None),
         ("MEX", "11370-54", "11370-54"),
     ],
 )
@@ -81,7 +81,7 @@ def test_normalize_zip_code_length(country: str, zip: str, expected: str) -> Non
     "country,zip,expected_state,expected_city",
     [
         ("USA", "11370", "NY", "East Elmhurst"),
-        ("MEX", "11370", "", ""),
+        ("MEX", "11370", None, None),
     ],
 )
 def test_populate_via_zipcode(
@@ -109,10 +109,10 @@ def test_populate_via_lat_long(geocoder_mock) -> None:
     "country,zip,city,state,expected",
     [
         ("USA", "11370", "Flushing", "NY", "My Metro"),
-        ("USA", "99999", "Flushing", "NY", ""),
-        ("USA", "", "Tempe", "AZ", "My Metro"),
-        ("USA", "", "", "", ""),
-        ("MEX", "11370", "Tempe", "AZ", ""),
+        ("USA", "99999", "Flushing", "NY", None),
+        ("USA", None, "Tempe", "AZ", "My Metro"),
+        ("USA", None, None, None, None),
+        ("MEX", "11370", "Tempe", "AZ", None),
     ],
 )
 def test_populate_metro_area(