Cheap flights from Columbia (CAE) to Ohio from $108

This is the cheapest one-way flight price found by a Cheapflights user in the last 72 hours by searching for a flight departing on 5/30. Fares are subject to change and may not be available on all flights or dates of travel. Click the price to replicate the search for this deal.
CAE — CLE
May 11 — May 181

How far in advance should I book a flight from Columbia to Ohio?

When searching for a good deal, it’s best to be prepared for potential fluctuations in price. We recommend booking at least 34 days in advance, which can save you up to 70% on flights from Columbia to Ohio compared to booking the week you need them. Waiting 34 days out may not be for everyone, so we have options available for flights within the next two weeks, with the lowest price starting at $306. For sooner than that we have options available in the next 3 days from $420.

What is the cheapest month to fly from Columbia to Ohio?

May is one of the best times of the year to fly to Ohio from Columbia. Prices for May average $393 per person but you can even find prices for as low as $239. The most expensive prices can be found in the month of November. Opting for a May flight can save you 24% on your journey compared to booking in November

When is the cheapest time to fly from Columbia to Ohio (CAE - OH)?

When flying from Columbia to Ohio, the time of day you decide to fly out makes little to no difference towards the overall price you’ll pay on tickets.

Cheap American Airlines flights from Columbia to Ohio

Explore cheap flight options specifically provided by American Airlines for the route between Columbia and Ohio. Find affordable fares and compare prices with other airlines to secure the best deal for your journey. Over the last 7 days, Cheapflights users made 2,689,106 searches. Data last updated May 6, 2024.
Take a peek at the cheapest American Airlines flights we've detected traveling from Columbia to Ohio. Make sure to check back often as deals are often changing.
Thu 5/237:39 pmCAE - CLE
1 stop4h 48mAmerican Airlines
Thu 5/305:27 amCLE - CAE
1 stop3h 15mAmerican Airlines
Deal found 5/4$230
Tue 5/285:19 amCAE - DAY
2 stops6h 45mAmerican Airlines
Tue 6/46:07 amDAY - CAE
1 stop3h 50mAmerican Airlines
Deal found 5/5$251
Tue 6/255:18 amCAE - CVG
1 stop6h 16mAmerican Airlines
Sat 6/293:34 pmCVG - CAE
2 stops5h 58mAmerican Airlines
Deal found 5/6$295
Tue 7/27:49 amCAE - CMH
1 stop11h 17mAmerican Airlines
Wed 7/104:47 pmCMH - CAE
1 stop6h 57mAmerican Airlines
Deal found 5/5$304
Thu 5/237:39 pmCAE - CLE
1 stop4h 48mAmerican Airlines
Mon 5/278:00 pmCLE - CAE
1 stop3h 35mAmerican Airlines
Deal found 5/4$315
Thu 5/308:02 amCAE - CMH
1 stop9h 20mAmerican Airlines
Mon 6/38:00 amCMH - CAE
1 stop4h 31mAmerican Airlines
Deal found 5/5$351
Tue 6/44:11 pmCAE - CMH
1 stop5h 48mAmerican Airlines
Tue 6/116:15 amCMH - CAE
1 stop4h 30mAmerican Airlines
Deal found 5/5$355
Mon 5/206:20 pmCAE - DAY
1 stop3h 22mAmerican Airlines
Fri 5/243:33 pmDAY - CAE
1 stop6h 13mAmerican Airlines
Deal found 5/5$415
Wed 6/198:39 pmCAE - CMH
1 stop3h 23mAmerican Airlines
Thu 6/2712:34 pmCMH - CAE
1 stop11h 10mAmerican Airlines
Deal found 5/5$424

Cheap Delta flights from Columbia to Ohio

Explore cheap flight options specifically provided by Delta for the route between Columbia and Ohio. Find affordable fares and compare prices with other airlines to secure the best deal for your journey. Over the last 7 days, Cheapflights users made 2,689,106 searches. Data last updated May 6, 2024.
Some of the lowest-priced Delta flights we've found at this time heading from Columbia to Ohio. Deals are refreshing constantly so come back soon for more options.
Wed 9/45:00 pmCAE - DAY
1 stop5h 49mDelta
Sat 9/712:30 pmDAY - CAE
1 stop3h 24mDelta
Deal found 5/5$198
Tue 5/287:00 amCAE - DAY
1 stop3h 25mDelta
Tue 6/47:55 pmDAY - CAE
1 stop4h 02mDelta
Deal found 5/5$218
Sun 6/26:43 pmCAE - CLE
1 stop6h 01mDelta
Sun 6/96:00 amCLE - CAE
1 stop4h 17mDelta
Deal found 5/5$248
Sat 5/186:00 amCAE - CLE
1 stop3h 55mDelta
Tue 5/217:35 amCLE - CAE
1 stop5h 03mDelta
Deal found 5/4$258
Mon 5/136:43 pmCAE - CLE
1 stop6h 01mDelta
Sun 6/96:00 amCLE - CAE
1 stop4h 17mDelta
Deal found 5/5$265
Mon 6/35:05 pmCAE - DAY
1 stop5h 09mDelta
Thu 6/62:50 pmDAY - CAE
1 stop5h 59mDelta
Deal found 5/5$268
Sat 5/186:00 amCAE - CLE
1 stop3h 55mDelta
Tue 5/213:50 pmCLE - CAE
1 stop6h 29mDelta
Deal found 5/5$270
Tue 7/27:00 amCAE - CVG
1 stop3h 43mDelta
Sat 7/63:13 pmCVG - CAE
1 stop4h 26mDelta
Deal found 5/4$298
Thu 5/236:00 amCAE - CLE
1 stop5h 37mDelta
Tue 5/286:00 amCLE - CAE
1 stop4h 13mDelta
Deal found 5/4$318

Cheap Columbia to Ohio flights in May & June 2024

Find cheap flight options from Columbia to Ohio specifically for the months of May and June 2024. Explore affordable fares based on user searches. Over the last 7 days, Cheapflights users made 2,689,106 searches. Prices were last updated on May 6, 2024.
These are some of the best deals we've found on flights to Ohio in 2024 at this time. More deals are always being added, so be sure to check back regularly.
Tue 5/287:00 amCAE - DAY
1 stop3h 25mDelta
Tue 6/47:55 pmDAY - CAE
1 stop4h 02mDelta
Deal found 5/5$218
Tue 6/116:00 amCAE - DAY
1 stop4h 28mDelta
Wed 6/197:43 pmDAY - CAE
1 stop4h 16mDelta
Deal found 5/6$228
Thu 5/237:39 pmCAE - CLE
1 stop4h 48mAmerican Airlines
Thu 5/305:27 amCLE - CAE
1 stop3h 15mAmerican Airlines
Deal found 5/4$230
Sun 6/26:43 pmCAE - CLE
1 stop6h 01mDelta
Sun 6/96:00 amCLE - CAE
1 stop4h 17mDelta
Deal found 5/5$248
Tue 6/256:00 amCAE - CVG
1 stop4h 44mDelta
Sat 6/296:00 amCVG - CAE
1 stop4h 17mDelta
Deal found 5/6$248
Tue 5/285:19 amCAE - DAY
2 stops6h 45mAmerican Airlines
Tue 6/46:07 amDAY - CAE
1 stop3h 50mAmerican Airlines
Deal found 5/5$251
Sat 5/186:00 amCAE - CLE
1 stop3h 55mDelta
Tue 5/217:35 amCLE - CAE
1 stop5h 03mDelta
Deal found 5/4$258
Mon 5/136:43 pmCAE - CLE
1 stop6h 01mDelta
Sun 6/96:00 amCLE - CAE
1 stop4h 17mDelta
Deal found 5/5$265
Mon 6/35:05 pmCAE - DAY
1 stop5h 09mDelta
Thu 6/62:50 pmDAY - CAE
1 stop5h 59mDelta
Deal found 5/5$268

Columbia to Ohio 2024 flight deals

Discover exclusive flight deals for travel between Columbia and Ohio in 2024. Find excellent offers based on user searches. Over the last 7 days, Cheapflights users made 2,689,106 searches. Data last updated May 6, 2024.
These are some of the best deals we've found on flights to Ohio in 2024 at this time. More deals are always being added, so be sure to check back regularly.
Wed 9/45:00 pmCAE - DAY
1 stop5h 49mDelta
Sat 9/712:30 pmDAY - CAE
1 stop3h 24mDelta
Deal found 5/5$198
Tue 5/287:00 amCAE - DAY
1 stop3h 25mDelta
Tue 6/47:55 pmDAY - CAE
1 stop4h 02mDelta
Deal found 5/5$218
Tue 12/178:41 pmCAE - CVG
1 stop3h 04mAmerican Airlines
Sun 1/1212:26 pmCVG - CAE
1 stop6h 33mAmerican Airlines
Deal found 5/5$225
Fri 12/136:01 amCAE - CVG
1 stop6h 23mAmerican Airlines
Mon 1/68:25 pmCVG - CAE
1 stop2h 54mAmerican Airlines
Deal found 5/5$226
Tue 6/116:00 amCAE - DAY
1 stop4h 28mDelta
Wed 6/197:43 pmDAY - CAE
1 stop4h 16mDelta
Deal found 5/6$228
Thu 5/237:39 pmCAE - CLE
1 stop4h 48mAmerican Airlines
Thu 5/305:27 amCLE - CAE
1 stop3h 15mAmerican Airlines
Deal found 5/4$230
Sun 6/26:43 pmCAE - CLE
1 stop6h 01mDelta
Sun 6/96:00 amCLE - CAE
1 stop4h 17mDelta
Deal found 5/5$248
Tue 6/256:00 amCAE - CVG
1 stop4h 44mDelta
Sat 6/296:00 amCVG - CAE
1 stop4h 17mDelta
Deal found 5/6$248
Tue 5/285:19 amCAE - DAY
2 stops6h 45mAmerican Airlines
Tue 6/46:07 amDAY - CAE
1 stop3h 50mAmerican Airlines
Deal found 5/5$251

Columbia to Ohio flights leaving soon

Find last-minute flight options from Columbia to Ohio for spontaneous travel. Discover available flights and compare prices based on user searches. Secure great deals and offers for spontaneous trips with quick booking options. Over the last 7 days, Cheapflights users made 2,689,106 searches. Data last updated May 6, 2024.
Consider one of these great deals we found on last-minute flights from Columbia to Ohio. It's wise to confirm all flight details are correct before booking.
Mon 5/136:43 pmCAE - CLE
1 stop6h 01mDelta
Sun 6/96:00 amCLE - CAE
1 stop4h 17mDelta
Deal found 5/5$265
Thu 5/166:21 amCAE - CMH
1 stop6h 54mUnited Airlines
Sun 5/197:00 amCMH - CAE
1 stop7h 29mUnited Airlines
Deal found 5/5$463
Thu 5/1611:00 amCAE - CMH
2 stops8h 50mAmerican Airlines
Sun 5/193:36 pmCMH - CAE
1 stop3h 31mAmerican Airlines
Deal found 5/5$590
Tue 5/147:17 amCAE - CLE
2 stops8h 59mAmerican Airlines
Sun 6/96:50 amCLE - CAE
1 stop3h 55mAmerican Airlines
Deal found 5/5$600
Mon 5/132:30 pmCAE - CLE
2 stops8h 19mAmerican Airlines
Sun 6/97:43 pmCLE - CAE
1 stop4h 19mAmerican Airlines
Deal found 5/5$615
Tue 5/142:30 pmCAE - CAK
1 stop4h 03mAmerican Airlines
Sun 6/96:31 amCAK - CAE
1 stop4h 14mAmerican Airlines
Deal found 5/5$653
Tue 5/142:30 pmCAE - CAK
2 stops7h 31mAmerican Airlines
Sun 6/96:31 amCAK - CAE
1 stop4h 14mAmerican Airlines
Deal found 5/5$658
Mon 5/134:11 pmCAE - CAK
1 stop4h 47mAmerican Airlines
Sun 6/96:31 amCAK - CAE
1 stop4h 14mAmerican Airlines
Deal found 5/5$663
Mon 5/132:30 pmCAE - CLE
2 stops6h 56mAmerican Airlines
Sun 6/96:00 amCLE - CAE
2 stops6h 13mAmerican Airlines
Deal found 5/5$670

One-way flights to Ohio from Columbia

Search for one-way flight options from Columbia to Ohio. Find affordable one-way fares based on user searches. Compare prices and availability to plan your one-way journey according to your preferred dates and budget. Over the last 7 days, Cheapflights users made 2,689,106 searches. Data last updated May 6, 2024.
Take a look at some of the best available options we've come across on one-way flights from Columbia to Ohio. Users can also find round-trip Columbia to Ohio flights by using the search form above.
Thu 5/307:39 pmCAE - CVG
1 stop4h 12mAmerican Airlines
Deal found 5/5$108
Thu 5/305:19 amCAE - CVG
2 stops10h 10mAmerican Airlines
Deal found 5/5$243
Sun 6/25:19 amCAE - CLE
1 stop3h 40mAmerican Airlines
Deal found 5/5$267
Wed 6/56:30 amCAE - CLE
1 stop6h 44mUnited Airlines
Deal found 5/6$269
Fri 5/246:30 amCAE - CAK
1 stop6h 49mUnited Airlines
Deal found 5/5$279
Sun 6/912:56 pmCAE - CMH
1 stop4h 25mAmerican Airlines
Deal found 5/5$284
Sun 6/95:18 amCAE - CMH
2 stops6h 53mAmerican Airlines
Deal found 5/5$288
Fri 5/2412:47 pmCAE - CAK
2 stops9h 14mAmerican Airlines
Deal found 5/5$313
Sun 6/25:19 amCAE - CLE
2 stops7h 20mAmerican Airlines
Deal found 5/5$318

Find flights from Columbia to Ohio within your budget

Customize your flight search to find flights from Columbia to Ohio that fit within your specific budget. Explore options based on user searches and filter the results based on your desired price range. Find flights that match your budget for a cost-effective journey. Over the last 7 days, Cheapflights users made 2,689,106 searches. Data last updated May 6, 2024.

Fly from

Any airport

Fly to

Any airport

Budget

$198 - $463

Route

Depart

Return

Price

Columbia MetropolitanDayton

CAE - DAY

CAEDAY

Columbia Metropolitan

Wed 9/4

1 stop5h 49m

Dayton

Sat 9/7

1 stop3h 24m

$198

Columbia MetropolitanDayton

CAE - DAY

CAEDAY

Columbia Metropolitan

Tue 5/28

1 stop3h 25m

Dayton

Tue 6/4

1 stop4h 02m

$218

Columbia MetropolitanCleveland Hopkins Intl

CAE - CLE

CAECLE

Columbia Metropolitan

Thu 5/23

1 stop4h 48m

Cleveland Hopkins Intl

Thu 5/30

1 stop3h 15m

$230

Columbia MetropolitanCleveland Hopkins Intl

CAE - CLE

CAECLE

Columbia Metropolitan

Sun 6/2

1 stop6h 01m

Cleveland Hopkins Intl

Sun 6/9

1 stop4h 17m

$248

Columbia MetropolitanCincinnati Cinci./N. Kentucky

CAE - CVG

CAECVG

Columbia Metropolitan

Tue 6/25

1 stop4h 44m

Cincinnati Cinci./N. Kentucky

Sat 6/29

1 stop4h 17m

$248

Columbia MetropolitanDayton

CAE - DAY

CAEDAY

Columbia Metropolitan

Tue 5/28

2 stops6h 45m

Dayton

Tue 6/4

1 stop3h 50m

$251

Columbia MetropolitanCleveland Hopkins Intl

CAE - CLE

CAECLE

Columbia Metropolitan

Sat 5/18

1 stop3h 55m

Cleveland Hopkins Intl

Tue 5/21

1 stop5h 03m

$258

Columbia MetropolitanCincinnati Cinci./N. Kentucky

CAE - CVG

CAECVG

Columbia Metropolitan

Tue 6/25

1 stop6h 16m

Cincinnati Cinci./N. Kentucky

Sat 6/29

2 stops5h 58m

$295

Columbia MetropolitanColumbus

CAE - CMH

CAECMH

Columbia Metropolitan

Thu 5/16

1 stop6h 54m

Columbus

Sun 5/19

1 stop7h 29m

$463

Flights are sorted by cheapest first

Deals found on 5/5

No data available for this route at this time. Please check back soon.

Reviews of airlines servicing Ohio

Get insights into the airlines that provide service to Ohio. Read reviews, discover amenities, and learn about the overall travel experience offered by airlines. Use this information to make informed decisions when choosing an airline for your flight to Ohio. Reviews last updated May 6, 2024.
Read reviews from past customers who have flown American Airlines, Delta and United Airlines from Columbia to Ohio. Reviews also offer insight into each airline's entertainment options, comfort, food, crew/service, and boarding process.
8.1
Very good
10,818 reviews

Entertainment

8.0

Overall

8.1

Crew

8.6

Boarding

8.2

Comfort

7.9

Food

7.4

Reviews

1 / 10

When I was going to board, one of the staff members told me that I could not board with my passport bag because it was tree items and I would need to check a bag. This was so stupid ! The bag was small. So I had to put my things in my pockets, put the funny bag inside the other bag. Then go throw it. Then in the plane put everything back again in my funny bag.

8.1
Very good
10,818 reviews
8.1
Very good
10,818 reviews

Entertainment

8.0

Overall

8.1

Crew

8.6

Boarding

8.2

Comfort

7.9

Food

7.4

Reviews

1 / 10

When I was going to board, one of the staff members told me that I could not board with my passport bag because it was tree items and I would need to check a bag. This was so stupid ! The bag was small. So I had to put my things in my pockets, put the funny bag inside the other bag. Then go throw it. Then in the plane put everything back again in my funny bag.

7.6
Good
2,957 reviews
8.1
Very good
10,818 reviews

Entertainment

8.0

Overall

8.1

Crew

8.6

Boarding

8.2

Comfort

7.9

Food

7.4

Reviews

1 / 10

When I was going to board, one of the staff members told me that I could not board with my passport bag because it was tree items and I would need to check a bag. This was so stupid ! The bag was small. So I had to put my things in my pockets, put the funny bag inside the other bag. Then go throw it. Then in the plane put everything back again in my funny bag.

7.4
Good
11,090 reviews
8.1
Very good
10,818 reviews

Entertainment

8.0

Overall

8.1

Crew

8.6

Boarding

8.2

Comfort

7.9

Food

7.4

Reviews

1 / 10

When I was going to board, one of the staff members told me that I could not board with my passport bag because it was tree items and I would need to check a bag. This was so stupid ! The bag was small. So I had to put my things in my pockets, put the funny bag inside the other bag. Then go throw it. Then in the plane put everything back again in my funny bag.

7.3
Good
14,697 reviews
8.1
Very good
10,818 reviews

Entertainment

8.0

Overall

8.1

Crew

8.6

Boarding

8.2

Comfort

7.9

Food

7.4

Reviews

1 / 10

When I was going to board, one of the staff members told me that I could not board with my passport bag because it was tree items and I would need to check a bag. This was so stupid ! The bag was small. So I had to put my things in my pockets, put the funny bag inside the other bag. Then go throw it. Then in the plane put everything back again in my funny bag.

Related info for your journey

Find useful and relevant information for your journey from Columbia to Ohio. Access travel guides, tips, and recommendations to enhance your travel experience. Get information about local attractions, weather, transportation options, and more.
  • What airport do you fly from for flights from Columbia to Ohio?

    For a flight from Columbia to Ohio, you will be flying from Metropolitan. Columbia Metropolitan (CAE) is just 6.5 mi from the center of the city.

  • Can I find flights from Columbia to Ohio for under $200 on Cheapflights?

    Yes, there are multiple flights from Columbia to Ohio for under $200. The cheapest flight booked recently is on Delta for just $198, but on average you can expect to pay $295.

  • Are there last-minute flights available from Columbia to Ohio for under $300?

    There are currently 14+ open flights from Columbia to Ohio within the next 7 days for less than $300.

  • What are the cheapest airlines to fly from Columbia to Ohio one-way?

    The cheapest airlines for a one-way flight from Columbia to Ohio are American Airlines ($108), United Airlines ($269), and Delta ($407).

  • What are the most popular routes from Columbia to Ohio?

  • What are the most popular airlines that fly from Columbia to Ohio?

  • What does CAE to CLE mean?

    Columbia Metropolitan Airport is CAE and Cleveland Hopkins Intl Airport is CLE. These codes are created by the International Air Transport Association (IATA) and airlines use them to identify the departing and arrival airports in the flight routes they service. This flight route has multiple associated airports, so we think it might be helpful to learn the name and codes of them as well. They are Cincinnati Cinci./N. Kentucky Airport (CVG), Columbus Airport (CMH), Dayton Airport (DAY), Akron/Canton Airport (CAK), Toledo Express Airport (TOL).

  • Can I find deals for flights from Columbia to Ohio that include extra baggage allowance?

    The amount of baggage you can bring on your Columbia to Ohio flight depends on the airline and the type of fare you've chosen. After entering your flight details, you'll be able to view the specific baggage policies for each deal in the search results. Keep in mind that certain deals may offer additional baggage allowance.

  • Can I find deals on flights from Columbia to Ohio with specific airlines?

    Yes, Cheapflights allows you to browse and filter Columbia to Ohio flight deals by airline. After entering your origin and destination, use the available filters to view flights offered by airlines.

  • Can I find deals for flights from Columbia to Ohio that include hotel bookings?

    Yes. In addition to deals on Columbia to Ohio flights, Cheapflights offers vacation packages that include both flights and hotel.

  • How can I find direct flights from Columbia to Ohio?

    After entering your origin and destination, apply the non-stop filter on the search result page to find direct flights from Columbia to Ohio.

  • Can I find deals for business class flights from Columbia to Ohio?

    Yes. Cheapflights offers flight deals from Columbia to Ohio by cabin class. In addition to browsing deals, you can also filter by cabin class on the search results page after making a search.

  • Can I find deals for flights from Columbia to Ohio that allow pets onboard?

    Many airlines flying from Columbia to Ohio offer the option to travel with pets. After selecting a flight deal, you can find more information about the airline's pet policy on their official website or by contacting the airline directly. Please note that additional fees and restrictions may apply.

  • Can I find deals on last-minute flights from Columbia to Ohio?

    Yes, you can often find last-minute deals on Columbia to Ohio flights on Cheapflights. However, these deals can vary and may not always be available. We recommend checking back frequently or signing up for price alerts for the most up-to-date deals.

  • How recently were the Columbia to Ohio flight deals updated?

    The Columbia to Ohio flight deals you see on this page were last updated on 5/6.

See more FAQs

Browse thousands of different options on Cheapflights for your next trip

Toggle through the tabs below to find thousands of options on Cheapflights for your next trip.

Alternative routes for Columbia to Ohio
See prices for flight routes from nearby airports that may be better suited for you.

Top 3 airlines flying from Columbia to Ohio

Discover the top 3 airlines that operate flights from Columbia to Ohio. Compare their services, reliability, and customer satisfaction ratings to choose the airline that best suits your travel preferences and needs. Over the last 7 days, Cheapflights users made 2,689,106 searches. Data last updated May 6, 2024.
AirlineCheapestAverageFlexibilityOn-time
DeltaCheapest$145Average$324FlexibilityNo cancel feeOn-timeN/A
Search Delta flights
American AirlinesCheapest$201Average$380FlexibilityNo cancel feeOn-time71%
Search American Airlines flights
United AirlinesCheapest$258Average$516FlexibilityNo cancel feeOn-time69%
Search United Airlines flights

Search flights from Columbia to Ohio by cabin class

Find flights from Columbia to Ohio, based on your preferred cabin class, be it economy, premium economy, business, or first class.

Fly with Cheapflights

Find the best flight deals on Cheapflights, where travelers can enjoy low prices and a wide availability of flights to their desired destinations.

How does Cheapflights help users find flights from Columbia to Ohio?

Cheapflights goes through 900+ travel sites to look for the best flight deals for flights from Columbia to Ohio. Too many options? Cheapflights also provides filters for things like airlines, price ranges, and number of stops to help you make a decision easily.

Why should you use Cheapflights to find cheap flight tickets from Columbia to Ohio?

Cheapflights taps into our reliable network of hundreds of airlines and travel agencies to find the best deals for flights from Columbia to Ohio for you. Better yet — we are completely free to use.

Can Cheapflights find flights from Columbia to Ohio with no change fees?

Yes! Cheapflights helps users easily find flights from Columbia to Ohio with no change fees.

Can Cheapflights notify me if prices for flights from Columbia to Ohio become cheaper?

Not ready to book yet? You can track prices for flights from Columbia to Ohio on Cheapflights with our Price Alert feature and get notified when better prices are available.

100% Free
Cheapflights is completely free to use, so you can start saving the moment you arrive.
Book with Flexibility
Our users can plan ahead with confidence and find flights with no change fees
Travel Smart
Millions of people come to us for their flight needs every year. We help make travel planning easy by providing useful insights and data-driven graphs that can inform your decisions.